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Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems (DEDIS) School of Information and Communications (IC) [email protected] – dedis.epfl.ch Vienna BDLT Summer School – September 3, 2019 Prof. Bryan Ford Decentralized and Distributed Systems (DEDIS) School of Information and Communications (IC) [email protected] – dedis.epfl.ch Vienna BDLT Summer School – September 3, 2019

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Page 1: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Coins, Clubs, and Crowds:Scaling and Decentralization inNext-Generation Blockchains

Coins, Clubs, and Crowds:Scaling and Decentralization inNext-Generation Blockchains

Prof. Bryan FordDecentralized and Distributed Systems (DEDIS)School of Information and Communications (IC)

[email protected] – dedis.epfl.ch

Vienna BDLT Summer School – September 3, 2019

Prof. Bryan FordDecentralized and Distributed Systems (DEDIS)School of Information and Communications (IC)

[email protected] – dedis.epfl.ch

Vienna BDLT Summer School – September 3, 2019

Page 2: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Where there’s data, there’s risk...

Page 3: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Access, sharing compounds risk

Business

Partner A

SharedAccess

Partner B

Partner C “All of us!”“All of us!”

“You cantrust us!”

Weakest-LinkSecurity

Page 4: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

A Fundamental Challenge

In today’s IT systems, security is an afterthought● Designs embody “weakest-link” security

Scaling to bigger systems → weaker security● Greater chance of any “weak link” breaking

Page 5: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Central Databases = Attractive Targets

One of three credit rating agencies in the US● Exposed sensitive personal information about

143 million people (44% of US population)

Page 6: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

The DEDIS lab at EPFL: Mission

Design, build, and deploy secure privacy-preservingDecentralized and Distributed Systems (DEDIS)

• Distributed: spread widely across the Internet & world

• Decentralized: independent participants, no central authority,no single points of failure or compromise

Overarching theme: building decentralized systemsthat distribute trust widely with strongest-link security

Weakest-LinkSecurity

Strongest-LinkSecurity

Page 7: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Turning Around the Security Game

Design IT systems so that making them biggermakes their security increase instead of decrease

Weakest-linksecurity

Strongest-linksecurity

ScalableStrongest-link

security

Page 8: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

DEDIS Laboratory Members

Bryan FordAssociate Professor

Philipp JovanovicPostdoctoral Scholar

Lefteris Kokoris-KogiasPh.D. Student

Kirill NikitinPh.D. Student

Cristina BasescuPh.D. Student

Enis Ceyhun AlpPh.D. Student

Jeff R. AllenSoftware Engineer

Kelong CongSoftware Engineer

Gaylor BossonSoftware Engineer

Noémien KocherSoftware Engineer

Page 9: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Today’s Hot Decentralized Technology

(credit: Tony Arcieri)

Page 10: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Bitcoin (2008)

First successful decentralized cryptocurrency…

Page 11: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

How to track wealth(or anything)?

Things● Gold, beads, cash...

Ledgers● Who owns what?

Page 12: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Precedent: the Rai Stones of Yap

Stone “coins” weighing thousands of kilograms● Left in place once

created (“mined”)● Ownership transfer by

public proclamation

(this comparison shamelessly borrowed from Gün Sirer and others)

Page 13: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Alice 5 BTC

Bob 2 BTC

Charlie 3 BTC

...

Distributed Ledgers

Problem: we don't want to trust any designated,centralized authority to maintain the ledger

Solution: “everyone” keeps a copy of the ledger!– Everyone checks everyone else's changes to it

Alice 5 BTC

Bob 2 BTC

Charlie 3 BTC

...

Alice's copyAlice 5 BTC

Bob 2 BTC

Charlie 3 BTC

...

Bob's copy

Alice 5 BTC

Bob 2 BTC

Charlie 3 BTC

...

Charlie's copy

Page 14: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Applications of Distributed Ledgers

Can represent a distributed electronic record of:● Who owns how much currency? (Bitcoin)● Who owns a name or a digital work of art?● What are the terms of a contract? (Ethereum)● When was a document written? (notaries)● What is the provenance of a part? (supply chain)● Who are you? (self-sovereign identity)● Who used data for what purpose? (access logs)● …

Page 15: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Distributed Trust is Old News

Many algorithms allow us to distribute trust among multiple (preferably independent) parties

Work correctly despite any one(or several) participantsbeing compromised,maliciously colluding

Example algorithms:● Byzantine consensus● Threshold cryptography

(signing, encryption, …)

Page 16: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Distributed Trust is Old News

Many algorithms allow us to distribute trust among multiple (preferably independent) parties

Work correctly despite any one(or several) participantsbeing compromised,maliciously colluding

Example algorithms:● Byzantine consensus● Threshold cryptography

(signing, encryption, …)

Page 17: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

How Bitcoin was Groundbreaking

Byzantine consensus (BFT) wasn’t remotely new, but Bitcoin solved it in an interesting new way● Permissionless: “anyone” can participate

– If you’re willing to waste energy continuously

● Scalable to thousands of consensus nodes– BFT was typically tested among 4, ~10s of nodes

● No long-lived leaders, supernodes, committees– Unspecialized nodes resist rapidly-adaptive attacks

Page 18: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Properly-Designed BlockchainsEliminate Single Points of Compromise

Weakest-linkSecurity:

T = 1

Strongest-linkSecurity:T = 2-10

Collective Security:

T = 100s,1000s

T: threshold of compromised parties to break security

Page 19: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Launched Global Wave of Interestin Decentralized Systems

Page 20: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Limitations of Today’s Blockchains

Public/permissionless (e.g., Bitcoin, Ethereum)● Slow, weak consistency, low total throughput● Limited privacy: leaky, can’t keep secrets● User devices must be online, well-connected● Mining is inefficient, insecure, re-centralizing

Private/permissioned (e.g., HyperLedger, Corda)● Weak security – single points of compromise

Page 21: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Beware the Lemon Market

George A. Akerlof won Nobel Prize in economics for observing:

If buyers have less information than sellers about product quality, incentives lead to reduced quality

The cybersecurity marketis a lemon market…

Page 22: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

The Blockchain Lemon Market

Today’s blockchain market is too.

Economically-leading “first-to-market” designs completely compromise decentralized security● One-click “Blockchain-as-a-Service” on cloud● Non-Byzantine consensus in deployment● Centralized PKI in permissioned blockchains

Page 23: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

DEDIS Blockchain Research

Working to make tomorrow’s blockchains:● Fast: responsive in seconds, not minutes/hours● Scalable: support high transaction volumes● Private: keeping confidential data secure● Available: blockchain records usable offline● Equitable: people-centric decentralization

DEDIS next-generation blockchain infrastructure already available, in use by multiple partners

Page 24: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

DEDIS Blockchain Overview

Key aspects of DEDIS blockchain architecture:● Scaling: can we do enough, fast enough?● Privacy: can we store and process secrets?● Resilience: what if we’re poorly-connected?● Stake: how to get equitable decentralization?

Industry Impact, Applications, and Conclusion

Page 25: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

DEDIS Blockchain Overview

Key aspects of DEDIS blockchain architecture:● Scaling: can we do enough, fast enough?● Privacy: can we store and process secrets?● Resilience: what if we’re poorly-connected?● Stake: how to get equitable decentralization?

Industry Impact, Applications, and Conclusion

Page 26: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Drawbacks of Nakamoto Consensus

● Transaction delay– Any transaction takes ~10 mins minimum in Bitcoin

● Weak consistency: – You’re not really certain your

transaction is committed untilyou wait ~1 hour or more

● Low throughput:– Bitcoin: ~7 transactions/second

● Proof-of-work mining:– Wastes huge amount of energy

Page 27: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Scaling Blockchains is Not Easy

Page 28: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Many Approaches to Scaling

Scalable BFT

Horizontal Sharding

Sidechains

Payment Networks

L

share window of size w

L

keyblock (co-signed)

microblock (co-signed)

share

miner (co-signer)

leader

Keyblocks

Microblocks

Miners

Transactions

Shard 1Shard 2

Shard 3

Page 29: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

ByzCoin: Marrying PBFT with PoWUse PoW to pick PBFT groups [USENIX Security ‘16]

● Permanent transaction commitment in seconds

● 700+ TPS demonstrated (100x Bitcoin, ~PayPal)

Closely-related: Hybrid Consensus by Pass/Shi

1 2 3

1 2 3 4 5

...

5-10 sec

BitcoinCothority

Miner Witnesses

Key-Block

Micro-Block

depends on

6

Co-Signature

Page 30: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Why PBFT Doesn’t Readily Scale

Three phase: pre-prepare, prepare, commit

In prepare & commit, leader must get at leasttwo-thirds of all participants to “sign-off”● Nodes sign-off via broadcast: O(N2)

Page 31: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

PBFT with Collective Signing (CoSi)

Builds on CoSi, presented in [IEEE S&P ‘16]

ByzCoin runs collective signing (CoSi) roundsto implement PBFT prepare, commit phases● Efficient tree-structured communication● Sign-offs compressed into 1 signature

Reduce round cost from O(N2) to ~O(N)

Announce Commit Challenge Response

Page 32: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Horizontal Scaling via Sharding

OmniLedger: A Secure Scale-Out Ledger [S&P 18]● Break large collective into small random subgroups● Builds on scalable bias-resistant randomness protocol

(IEEE S&P 2017)● Commit transactions cross-shard w/ 2-phase protocol

Transactions

Shard 1Shard 2

Shard 3

Page 33: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

OmniLedger: Key Intuition

At any time a (possibly slow) consensus processmaintains large (~1000s) list of miners/validators● Use public randomness to pick smaller (10s,

100s) representative subgroups or shards– Subgroup size is security/performance tradeoff– Periodically refresh/re-form shards to handle churn

● Each shard manages subset of state (accounts)● Transactions processed by one or a few shards

– Typically one shard per account transaction affects– Cross-shard commit protocol ensures consistency

Page 34: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

OmniLedger Throughput

Wide range of performance/security settings

Page 35: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Problem: Secure Public Randomness

Vietnam War Lotteries (1969)

Page 36: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

RandHound/RandHerd

“Scalable Bias-Resistant Distributed Randomness” [IEEE Security & Privacy ‘17]● Standard t-of-n

threshold model● Efficient, scales to

thousands of parties● Compatible with

ByzCoin, OmniLedgerblockchains

(c,r)

collective randomness

CLCL

TSS group 1 TSS group 2

TSS group 0

GLGLGLGL

(c,r0)

(c,r1) (c,r2)

Page 37: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

The Chicken-and-Egg Problem

More scalable if we could use smaller groups…but need randomness to sample them securely!● Sharding needs randomness needs sharding

Addressed by RandHound, RandHerd protocols● Scalable Bias-Resistant Distributed

Randomness [IEEE S&P ‘17]● RandHound: bootstrap protocol,

O(n log n) efficiency● RandHerd: repeating beacon,

O(log n) cost/node/round

Page 38: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

The League of Entropy

Public randomness beacon based on RandHerd● Launched by EFPL-DEDIS, Cloudflare,

Kudelski, University of Chile, Protocol Labs● Simplifications, BLS instead of Schnorr signing

Page 39: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Future: Function Scaling

How to manage the growing complexity of decentralized architectures as they evolve?● Analogy: functional units in modern CPUs

Page 40: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

PROTEAN: Functional Scaling

Rethinking General-Purpose Decentralized Computing [HotOS ‘19]● Ecosystem of

decentralizedfunction units

PublicStorageFunction

Unit

SecretStorageFunction

Unit

PublicComputationFunction Unit

(EVM, WASM, ...)

PrivateComputationFunction Unit

(SMPC, FHE, ...)

Special PurposeFunction Unit

(Public Randomness,Verifiable Shuffle, …)

Page 41: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Scalable Coordination: Summary

Bitcoin’s architecture was a brilliantly wrong conflation of membership & consensus protocols● De-conflating them is not trivial but massively

improves performance, scalability, consistency– Bitcoin-NG, ByzCoin, OmniLedger

● Critical scalability tool: public randomness– RandHound/RandHerd, used in OmniLedger

● In the future we’ll see many different types of shards with different compositions, purposes

Page 42: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

DEDIS Blockchain Overview

Key aspects of DEDIS blockchain architecture:● Scaling: can we do enough, fast enough?● Privacy: can we store and process secrets?● Resilience: what if we’re poorly-connected?● Stake: how to get equitable decentralization?

Industry Impact, Applications, and Conclusion

Page 43: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

The C-I-A (or A-I-C) Triad

In information security and data protection, we generally want three fundamental properties

Blockchains strengthen Integrity and Availability,while by default weakening confidentiality!

IntegrityAvailability

Confidentiality

Page 44: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

The Blockchain Privacy Challenge

Blockchains protect the integrity of data bygiving everyone a copy for independent checking● This works against privacy & confidentiality● Current privacy provisions are leaky● Solvable with proper use of encryption

– When combined, important to remember:it’s the encryption, not the blockchain,that protects privacy.

Page 45: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

So How Do We Get Privacy?

Encryption, of course!

Encrypt data before storing, decrypt on use…

Page 46: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

But Who Holds the Keys?

Any encrypted data is secured with a private key● A private key is just information (a number)!● If the key leaks, anyone can decrypt the data

– Regardless of where it’s stored: cloud, blockchain…

If the private key is held by a single party,then that party is a single point of compromise● If key-holder hacked, attacker gets everything● Even if it’s held on a “private blockchain”!

Page 47: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

The Privacy Problem in Blockchains

In current blockchains, secrets (keys, passwords) must be held “off-chain” by private parties● Just a hash on-chain → document might be lost● Encrypted on-chain → encrypted to whom?

– Decided at encryption, cannot be changed/revoked

Current blockchainscan’t manage secrets,because they wouldleak to all participants● Weakest-link security again

Page 48: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

How to Get Privacy, Accountability?

Blockchains don’t protect privacy & accountability without single points of compromise; how can we?

With another classic technology: secret sharing.

Essential idea: after encrypting data,”deal” the secret key to a threshold t of n parties● At least t parties must work together to recover● If just one (or fewer than t) compromised,

attacker can’t recover the key (or the data)

Page 49: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Secret Sharing: Illustration

Suppose you’re a pirate & bury your treasure…

X

Page 50: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Keeping the Location Secret

You have 3 henchmen who you want to send back for it later, but you don’t trust any one completely

Page 51: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Secret Sharing: Illustration

You mark the spot between two reference points

XSecret!

Page 52: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Secret Sharing: Illustration

Then draw three parallel reference lines…

XSecret!

Page 53: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Secret Sharing: Illustration

…and another line intersecting all four…

XSecret!

Page 54: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Secret Sharing: Illustration

The intersection points are the secret shares...

XSecret!

X XX

SecretShares

Page 55: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Secret Sharing: Illustration

You give one of these shares to each henchman

XSecret!

X XX

SecretShares

Page 56: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Threshold Secret Sharing

Now suppose your henchmen come back later to recover the treasure… ● Any one henchman won’t know how to find it● Any two henchmen will be able to!

You get both threshold privacy of the secret…● No single compromised party can recover it

You also get threshold availability of the secret● Can still recover if one henchman goes missing

Page 57: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Secret Sharing: Illustration

One henchman alone can’t recover secret

XSecret!

X???

Page 58: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Secret Sharing: Illustration

…but any two working together can!

XSecret!

XX

Page 59: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

On-Chain Secrets

“CALYPSO: Auditable Sharing of Private Data”

Encrypt(*) secrets care-of the blockchain itself,under a specific access policy or smart contract● Threshold of trustees

mediate all accesses● Enforce policies,

access recording● Ensure data both

hidden and disclosedwhen policy requires

● Can revoke access ifpolicy/ACLs change

Access-control cothorityWanda

Ron

(1.1) Store secret and access policy for idRon

Blockchain

(2.1) Download

encrypted secret

(3.1) Request secret re-encryption

Secret-management cothority

(1.2) Log secret

(2.3) Log access

(4) Decrypt secret

(2.2) Request

access to

secret

(3.2) Deliver re-encrypted secret

Ron’s identity skipchain (idRon)

(*) with post-quantum security if desired

Page 60: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Application: Blockchain E-voting

Prototyped blockchain-based e-voting system● State-of-the-art cryptographic security/privacy● Deployed within EPFL community of 10,000+

Helios-like workflow:● Clients encrypt votes

to threshold of trustees● Blockchain records them● Neff shuffle and decrypt

Page 61: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

Privacy-Preserving Processing

Can we compute on private data? At what cost?

Intensely active area of cryptography research…● Fully-homomorphic encryption (FHE)● Secure multiparty computation (SMPC)

…and blockchain/smart contract activities, e.g.,● MIT Enigma project● EPFL UnLynx project

Page 62: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

UnLynx: Privacy-Conscious, Blockchain-Secured Medical Data Sharing

Functionality:• Allow queriers to query a set of

distributed databases

Requirements:• Data Providers data confidentiality• No single point of failure• Computation correctness• Privacy of data providers (DP) and

individuals storing their data in DPs

Threat model:• Queriers, servers may be compromised• Data providers honest-but-curious

SELECT AVG(cholesterol_rate) FROM DP1, …, DPn

WHERE age in [40:50] AND ethnicity = CaucasianGROUP BY gender

Page 63: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

DEDIS Blockchain Overview

Key aspects of DEDIS blockchain architecture:● Scaling: can we do enough, fast enough?● Privacy: can we store and process secrets?● Resilience: what if we’re poorly-connected?● Stake: how to get equitable decentralization?

Industry Impact, Applications, and Conclusion

Page 64: Coins, Clubs, and Crowds: Scaling and …...Coins, Clubs, and Crowds: Scaling and Decentralization in Next-Generation Blockchains Prof. Bryan Ford Decentralized and Distributed Systems

The C-I-A (or A-I-C) Triad

In information security and data protection, we generally want three fundamental properties

Many copies mean availability, right? Well…

IntegrityAvailability

Confidentiality

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Some Blockchain Availability Risks

What if a blockchain you rely on is:● Overloaded by a load spike you can’t control?● Under denial-of-service or bribery attack?● Unreachable from a client that needs it?● Disconnected/eclipsed by a network attacker?● Just too slow due to global network latencies?

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Blockchain Resilience Challenges

Some challenges DEDIS design addresses:● Can light/low-power clients verify transactions

and the state of the blockchain offline?● Can poorly-connected or disconnected devices

securely update each other peer-to-peer?● Can a blockchain commit transactions quickly

in local areas (by speed-of-light distance)?● Can blockchain operate robustly in local areas

when global connectivity is slow or expensive?

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Backward and Forward Verifiability

Standard blockchains traversable only backward● Via hash back-links from current head

Chainiac adds traversability forward in time● Collective signature by prior consensus group

Time

Backward hash links, embedded in blocks at commit time

Collectively signed forward links, added later once target exists

Time

Backward hash links, embedded in blocks at commit time

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Leaping Through Time: SkipChains

Offline/peer-to-peer cryptographic verification and efficient “time-travel” through all blockchain history

Time

Backward hash links, embedded in blocks at commit time

Collectively signed forward links, added later once target exists

B3

B2

B1

F1

F2

F3

Level

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Chaniac: Secure Software Updates

Critical devices increasingly networked (IoT) ● Keeping their software up-to-date is critical

– Otherwise vulnerable to old threats: e.g., WannaCry

DEDIS “Chainiac” provides end-to-end secure blockchain-based software distribution & update

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Secure Digital Documents

Significant interest in digitaldegrees, awards, land titles, …● Blockchain can provide a

hard-to-forge timestamp

But how do you verifya digital document?● Current blockchains:

you must be online

DEDIS blockchain: offline-verifiable timestamps

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Locality: Beating the Speed of Light

Problem: Strong global consensus requires us to pay global speed-of-light latencies

– But many interacting usersare likely to be near each otherin geography, network topology,network latency

Can we create many local blockchain shards,such that for any group of interacting users,they use a “nearby” shard offering low latency?

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Resilient Local-Area Operation

Crux: Locality-Preserving Distributed Systems [preprint]

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DEDIS Blockchain Overview

Key aspects of DEDIS blockchain architecture:● Scaling: can we do enough, fast enough?● Privacy: can we store and process secrets?● Resilience: what if we’re poorly-connected?● Stake: how to get equitable decentralization?

Industry Impact, Applications, and Conclusion

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Any human organization need a way to decide:● Who holds a stake in decision-making● How much

influence eachstakeholderwields

● How decisionsare a actuallyagreed on:consensus

Without stake & consensus, organizations fail

Membership, Stake, and Influence

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Alternative Foundations for Stake

Permissioned: prove you’re in a meatspace club

Proof-of-Work: prove you’re wasting energy

Proof-of-Stake: prove you’re already rich

Proof-of-Storage: prove you have a big disk

Proof-of-*: prove you have a lot of *’s

Proof-of-Personhood: prove you’re a real person

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Proof-of-Work as a Basis for Stake

Proof-of-Work requires miners to expend energy surmounting an artificial barrier to entry,just in order to prove they did that.

Important point: Proof-of-Work servers no purposeother than to erect an artificial barrier to entryand create competition for mining rewards!

Have we seen human practices like this before?

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Membership by Hazing Ritual

Anything that not everyone will do on a whim:entire purpose is to create a barrier to entry

May be uncomfortable and/or embarrassing…

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Membership by Hazing Ritual

Or just plain weird… ● MIT ‘58: using Oliver Smoot to measure bridge

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Membership by Hazing Ritual

Or difficult, requiring energy and cooperation● Yap: chisel a giant circular “coin” out of stone

available only on another, distant island

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Bitcoin’s Hazing Ritual

Digitally flip coins.

Many coins.

Billions of them.

By forming new “blocks”and feeding them into acryptographic hash● Converts any information

to pseudorandom number

Repeat endlessly.

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Power Distribution in Bitcoin

How much influence does each member wield?● Proportional to member’s rate of coin-flipping:

number of “hashes per second”, or hashpower● More energy, faster chips → more hashpower

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JUST…ONE…JUST…ONE…

…MORE…BITCOIN…MORE…BITCOIN

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Environmental Costs

Proof-of-work = “scorched-earth” blockchains● Bitcoin makes BTC scarce by making miners

prove they wasted energy● Serves no purpose except to prove they did it●

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Bitcoin Energy Consumption Index

Bitcoin now wastes more energy than159 countries use for their people to live on!

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Not Even Decentralized Anymore

Market incentives drive consolidation of hashrate or “voting power” to a few powerful mining pools● Over 60% currently in one country (China)● Any faction >51%

can control orveto decisions,censor, etc.

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A Problem Not Unique to Bitcoin

Most cryptocurrencies aren’t that decentralized

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Permissioned Ledgers

Just decide administratively who participates;Fixed or manually-changed group of “miners”

– No proof-of-work needed → low energy cost– More mature consensus protocols applicable– Higher human organizational costs– No longer open for “anyone” to participate

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The Weakness of Limited Scale

Public/permissionless designs in principle have the advantage of security scaling with size● As more participants arrive, security increases

Closed participation designs limit security scaling!

Weakest-linksecurity

Strongest-linksecurity

ScalableStrongest-link

security

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Alternative: Proof-of-Stake (PoS)

● Proof-of-Stake: assigns consensus shares in proportion to prior capital investment– Could address energy waste problem– Many nontrivial design challenges

● Securing proof-of-stakeis a nontrivial, interesting,but mostly-solved problem– e.g., Orobouros, Algorand– Also implementable with

CoSi + SkipChains +OmniLedger + RandHound

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Modular Proof-of-Stake

Assume we have a ByzCoin-like consensus group● Use PBFT to agree on transactions and stake

– List of stakeholders, # shares each, their validators

● After epoch, RandHound-sample next group– Old group collectively signs new, forms SkipChain

Epoch 1 blocks, transactions

Consensus Group 1

Epoch 2 blocks, transactions

Consensus Group 2

ID

StakeholderDatabaseStake Validator

ID Stake Validator… … …

CoSi

publicRandHound

sampling

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Is Proof-of-Stake What We Want?

A Proof-of-Stake cryptocurrency is essentially an automated analog of a shareholder corporation.● May help hasten the takeover of automation,

but won’t fix the world.

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It’s all just “Proof-of-Investment”

Proof-of-Work, Proof-of-Stake, Proof-of-* are allProof-of-Investment, aka investment capitalism.● The more * you invest, the greater your reward.

All prone to re-centralization, aka rich get richer● Larger stakeholders always in a better position

to exploit economies of scale – or just cheat –to further increase their percentage of the pie.

Proof-of-stake won’t keep systems decentralized!● At best they can reduce rate of recentralization

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Long-Term Decentralization?

Can we build decentralized systems that will reliably stay decentralized over the long haul?● Inclusive: allow “permissionless” participation

by everyone in practice, not just in theory– Including developing world, homeless, refugees

● Sustainable: Ensure future generations will have the same opportunities that we do today– Regardless whether their grandparents were lucky

● Empowering: Provide opportunities for all while limiting vulnerability to abuse of power

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Toward People-Centric Blockchains

Can we build decentralized technology that will● Securely stay open and widely decentralized?● Offer a fairness metric meaningful to people?● Be accountable to users rather than wealth?

“We must act to ensure that technology is designed and developed to serve humankind, and not the other way around”

- Tim Cook, Oct 24, 2018

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Person-Centric Decentralization

Proof-of-Personhood [IEEE S&B ‘17]● Proof-of-Stake but one stake unit per person

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Proof-of-Personhood: Approaches

● Legacy Identities (e.g., government-issued)– Require costly ID-checking, not that hard to fake

● Global Biometric Databases (India, UNHCR)– Huge privacy issues, false positives+negatives

● Trust Networks (PGP “Web of Trust” model)– Unusable in practice, doesn’t address Sybil attacks

● Pseudonym Parties [SocialNets ‘08]– Requires in-person participation, physical security– Low-cost: verifies only personhood, not ID or trust

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Is Digital Identity, KYC a Solution?

Key Advantages:● Many businesses, governments working on it● Leverages existing “document-trail” identities

Key Disadvantages:● Identity documents not hard to fake, steal, buy

– SSN $1, Fake ID $20, fake passport $1000, …

● Identity authorities are single points of compromise– Attacker needs to break only one to create many Sybils

● Exclusionary: undocumented/unlucky lose out– Migrants, refugees, homeless, stateless, …

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Are Biometrics a Solution?

Key Advantages:● Technically scalable, workable in principle

– India Aadhaar, UNHCR World Food Program, …

Key Disadvantages:● Requires not just authentication (1-to-1 comparison)

but biometric identity (1-to-billions comparison)– 0.01% FAR → 100,000 false positives per user in India

● Privacy: must collect in massive queryable database– Biometrics are passwords you can’t change when leaked

● One compromised device can enroll many Sybils

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Are Trust Networks a Solution?

PGP-style social trust has never proven to be usable● Even most hard-core geeks don’t participate

PGP-style social trust solves the wrong problem● Even if all key-signing trust relationships are genuine,

they don’t actually prevent Sybil attacks– Attacker can forge multiple real relationships under one name in

one group, more under another name in a different group, … – There are enough non-intersecting small groups in the world for

Sybil attacker to create thousands/millions of Sybils over time● Little chance of getting caught, plausible deniability if they do

● Exclusionary: people who don’t know people or have social status lose out (migrants, refugees, homeless, …)

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Are Graph Algorithms a Solution?

Examples: SybilLimit [Yu et al], SumUp [Tran et al], …● Assume trust net divided into honest and Sybil regions● Assume hard for attacker create edges between them

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Are Graph Algorithms a Solution?

Examples: SybilLimit [Yu et al], SumUp [Tran et al], …● Assume trust net divided into honest and Sybil regions● Assume hard for attacker create edges between the two

Clever, interesting, important algorithms, but:● Works only against large-scale attacks, not small-scale

– Vulnerable if many rational participants cheat “just a bit”

● Today’s usable social networks aren’t trust networks– Many Facebook etc users promiscuous → many attack edges

● Excludes genuine but poorly-connected communities– Migrants, refugees, homeless, stateless, again…

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Proof-of-Personhood: Intuition

Local communities organize periodic PoP parties● Interested participants come to given time/place

– e.g., once per month, once per quarter

● After critical moment, people can only leave– Obtain one “PoP token” per person on the way out

One body → one token per person per event● Anonymous, can wear masks as in Carnival● Local organizers only collectively trusted● Multiple groups can coordinate, federate

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Pseudonym Parties: Summary

Locally-organized regular physical meetings● Anyone can enter a space until a set deadline● Then can only exit, each getting one credential

No need for IDs, biometrics, PGP key-signing, etc● Just bodies: can be in only one place at a time

PseudonymParty Room

1. 2.PseudonymParty Room

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Proof-of-Personhood: Tradeoffs

Key Advantages:● Much simpler for attendees than PGP parties

– Just show up, get a QR code scanned

Key Challenges:● Takes some real, physical-world effort: reward?● Not “one-time” → must regularly attend events

– Tokens have limited life, expire, must be renewed– Otherwise users could still build up Sybils over time

● Synchronization, scaling across groups, …

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Scaling Pseudonym Parties

Many local communities host pseudonym parties independently but with synchronized deadlines● One person, one credential, across all parties

Local communities federate, monitor each otherto build large-scale trust network of communities● e.g., each party must host RandHound-chosen

group of observers from other communities

Easier than securing trust networks of individuals● Organizers can be expected to have geek skills;

ordinary participants just need to show up

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Why Would Anyone Show Up?

PoP parties cost some (a bit) of physical effort● Not just once but regularly

Is there precedent for people being willing to endure real-world ceremonies like this?● Well…

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Precedent: “Landsgemeinde”

People debate and vote in person in town square

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Political Events, Rallies, Protests

People [sometimes] show up to make a statement ● Even when no one’s counting (precisely)

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Parties, Festivals

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Religious Traditions

Once a week, or even several times per day● Often for no tangible rewards in “here-and-now”

What if showing up served a tangible purpose?

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Example Uses of PoP Tokens

Get anonymous “verified user” accounts on sites● Wikis, discussion or deliberative forums● Services can effectively block if abused

Privately extend in-person meetings online● Accessible only to the people who were there

Reputation systems that count only real users● Only real people get to vote, one per person

Cryptocurrencies with equal stake per person● Rewards act as a permissionless basic income

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Towards Privacy with Accountability

A more powerful tool: anonymous reputation

Early prototype: AnonRep [NSDI ‘16]● Users post information fully anonymously,

perform peer review (e.g., upvotes/downvotes)● System encrypts

reputation balances● Posters reveal only

reputation buckets(e.g., “>1000”)

Zcash, zkLedger tools may help

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A Crypto Universal Basic Income?

Available on “opt-in” basis to everyone,not just in particular jurisdictions

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Towards Secure Digital Personhood

Does the digital world need a new social contract?

Cost: you must regularly invest effort to show up

Reward: rights and protections in the digital world● Right to privacy, anonymity, including protection

from anonymous abuse via blocking/filtering● Right to freedom of speech, in equal share:

protection from unfair amplification by others● Right to economic opportunity in equal measure:

permissionless universal basic income● Right to inclusion, protect long-term decentralized

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Summary: Approaches to Stake

Any decentralized system needs to define who its members are and how much power each has● Proof-of-Work: a disaster that can & must die● Permissioned: a reasonable, efficient approach

for federations that are closed anyway● Proof-of-Stake: a useful step with interesting

technical challenges, but not the final answer– Same with all “Proof-of-Investment” foundations

● Proof-of-Personhood: a democratic foundation for decentralization on basis of real people

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DEDIS Blockchain Overview

Key aspects of DEDIS blockchain architecture:● Scaling: can we do enough, fast enough?● Privacy: can we store and process secrets?● Resilience: what if we’re poorly-connected?● Stake: how to get equitable decentralization?

Conclusion

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DEDIS Blockchain Industry Impact

Supporting partners collaborating with DEDIS

Other companies building on DEDIS research

IOST

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Conclusion

DEDIS builds next-gen decentralized systems● Strongest-link security: no single failure points● Scalable security: strengthens with growth

Making blockchains/ledgers truly usable● Scalability: scale-out to Visa/MC throughputs● Privacy: on-chain secrets with enforced policies● Resilience: offline verification, local operation● Stake: towards equitable decentralization