exponential decay of correlations implies area law: single-shot techniques

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Exponential Decay of Correlations Implies Area Law: Single-Shot Techniques Fernando G.S.L. Brandão ETH Zürich Based on joint work with Michał Horodecki Arxiv:1206.2947 Beyond i.i.d. in Info. Theory, Cambridge

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Fernando G.S.L. Brand ão ETH Zürich Based on joint work with Michał Horodecki Arxiv:1206.2947 Beyond i.i.d . in Info. Theory, Cambridge 08/01/2012. Exponential Decay of Correlations Implies Area Law: Single-Shot Techniques. This talk:. - PowerPoint PPT Presentation

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Page 1: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Exponential Decay of Correlations Implies Area Law:

Single-Shot Techniques

Fernando G.S.L. BrandãoETH Zürich

Based on joint work with Michał HorodeckiArxiv:1206.2947

Beyond i.i.d. in Info. Theory, Cambridge 08/01/2012

Page 2: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

This talk:• Go beyond the i.i.d. simplification used in the

previous talk. • Contrast two views of single-shot info theory: 1. It’s the right info theory, i.i.d.ness is an abstraction 2. It only gives a reformulation of the problem e.g. Hmax gives the compression rate or is it defined as the compression rate?

Page 3: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

This talk:• Go beyond the i.i.d. simplification used in the

previous talk. • Contrast two views of single-shot info theory: 1. It’s the right info theory, iid-ness is an abstraction 2. It only gives a reformulation of the problems

(e.g. Hmax gives the compression rate or is it defined as the compression rate?)

Page 4: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

This talk:• Go beyond the i.i.d. simplification used in the

previous talk. • Contrast two views of single-shot info theory: 1. It’s the right info theory, iid-ness is an abstraction 2. It only gives a trivial reformulation of the problems

(e.g. Hmax gives the compression rate or is it defined as the compression rate?)

Page 5: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

The result

Thm 1 (B., Horodecki ‘12) If has ξ-EDC, then for every X = [1, r],

X Y

ξ-EDC (Expontial Decay of Correlations): For all regions A and C separated by l sites,

Page 6: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

The proof sketch……was based on two ingredients:

1. State Merging Protocol (Horodecki, Oppenheim, Winter ‘05)

2. “Saturation of Mutual Information” (based on Hastings ‘07)

But we only have one copy of the state…Single-shot info theory to rescue?

Page 7: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

1. Conditional min-entropy (Renner ‘05)

2. Smooth conditional min entropy

3. Smooth cond. max entropy (Tomamichel, Colbeck, Renner ‘09)

4. Smooth max mutual info

Single-Shot Entropies

Page 8: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

1. Conditional min-entropy (Renner ‘05)

2. Smooth conditional min entropy

3. Smooth cond. max entropy (Tomamichel, Colbeck, Renner ‘09)

4. Smooth max mutual info

Single-Shot Entropies

Page 9: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

1. Conditional min-entropy (Renner ‘05)

2. Smooth conditional min entropy

3. Smooth cond. max entropy (Tomamichel, Colbeck, Renner ‘09)

4. Smooth max mutual info

Single-Shot Entropies

Page 10: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

1. Conditional min-entropy (Renner ‘05)

2. Smooth conditional min entropy

3. Smooth cond. max entropy (Tomamichel, Colbeck, Renner ‘09)

4. Smooth max mutual info

Single-Shot Entropies

Page 11: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Single-Shot Counterparts 1: Correlations vs Entropies

From i.i.d. merging: For

Lemma: For and δ, ν > 0,

1.

2.

Page 12: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Single-Shot Counterparts 1: Correlations vs Entropies

From i.i.d. merging: For

Lemma: For and δ, ν > 0,

1.

2.

Page 13: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Single-Shot Counterparts 1: Correlations vs Entropies

From i.i.d. merging: For

Lemma: For and δ, ν > 0,

1.

2.

Independent bounds as

Page 14: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Single-Shot Merging

Follows from single-shot state merging: (Dupuis, Berta, Wullschleger, Renner ‘10 )

A B C

“Environment”

EPR rate:

C. Com. Cost:

Page 15: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Beyond Single-Shot Merging

Does not follows from single shot-merging. Might have

We operate in a regime where one cannot get EPR pairs. Still one can get correlations by random measurements

It only happens in the single-shot regime, asymptoticallyeither one gets EPR pairs between A and C or decouples A from C

but !!

Page 16: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Noisy Correlations by Random Measurements

Perfect correlationsEPR distillation

no correlations(decoupling)

iid

Perfect correlationsEPR distillation

no correlations(decoupling)

Single-shot

Noisy correlations

Page 17: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Single-Shot Counterparts 2: Saturation Mutual Info

< l02O(1/ε) < l02O(1/ε)

A sBL BC BR

Given a site s, for all l0, ε > 0 there is a region B2l := BL,l/2BC,lBR,l/2 of size 2l with 1 < l/l0 < 2O(1/ε) at a distance < l02O(1/ε) from s s.t.

I(BC,l:BL,l/2BR,l/2) < εl

Page 18: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Single-Shot Counterparts 2: Saturation Mutual Info

< l02O(1/ε) < l02O(1/ε)

A sBL BC BR

Single-shot Let Ψ have ξ-EDC. Given a site s, for all l0, ε, δ > 0 there is a region B2l := BL,l/2BC,lBR,l/2 of size 2l with 1 < l/l0 < exp(log(1/ε)/ε) at a distance < l0exp(log(1/ε)/ε) from s s.t.

Iδmax(BC,l:BL,l/2BR,l/2) < 8εl/δ + δ

Given a site s, for all l0, ε > 0 there is a region B2l := BL,l/2BC,lBR,l/2 of size 2l with 1 < l/l0 < 2O(1/ε) at a distance < l02O(1/ε) from s s.t.

I(BC,l:BL,l/2BR,l/2) < εl

Page 19: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Saturation von Neumann Mutual Information

Given a site s, for all l0, ε > 0 there is a region B2l := BL,l/2BC,lBR,l/2 of size 2l with 1 < l/l0 < 2O(1/ε) at a distance < l02O(1/ε) from s s.t.

I(BC,l:BL,l/2BR,l/2) < εl

Proof by contradiction: If it doesn’t hold, for all l:

Page 20: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Saturation von Neumann Mutual Information

Given a site s, for all l0, ε > 0 there is a region B2l := BL,l/2BC,lBR,l/2 of size 2l with 1 < l/l0 < 2O(1/ε) at a distance < l02O(1/ε) from s s.t.

I(BC,l:BL,l/2BR,l/2) < εl

Proof by contradiction: If it doesn’t hold, for all l:

Interating:

H(2l) < 2H(l) – εl < 4 H(l/2) – 2εl < 8 H(l/4) – 3εl < …

… which implies H(l) < l H(2) - εl log(l)

Page 21: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Saturation max Mutual InformationSingle-shot Let Ψ have ξ-EDC. Given a site s, for all l0, ε, δ > 0 there is a region B2l := BL,l/2BC,lBR,l/2 of size 2l with 1 < l/l0 < exp(log(1/ε)/ε) at a distance < l0exp(log(1/ε)/ε) from s s.t.

Iδmax(BC,l:BL,l/2BR,l/2) < 8εl/δ + δ

We do not know how to prove it without exponential decay of correlations.

Proof breaks down completely:

1. Imax not linear combination of entropies

2. Maybe use bound: Imax(A:B) < Hmax(A)+Hmax(B)-Hmin(AB) But arbitrary gaps between Hmax and Hmin

Page 22: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Saturation max Mutual InformationThe idea: Use EDC to relate single-shot and i.i.d.

1. From the q. substate theorem (Jain, Radhakrishnan, Sen ’07)

Suffices to prove:

Page 23: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Saturation max Mutual InformationThe idea: Use EDC to relate single-shot and i.i.d.

1. From the q. substate theorem (Jain, Radhakrishnan, Sen ’07)

Suffices to prove:

Page 24: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Saturation max Mutual InformationThe idea: Use EDC to relate single-shot and i.i.d.

1. From the q. substate theorem (Jain, Radhakrishnan, Sen ’07)

Suffices to prove:

2. Suppose not: For all l,

We must relate to . In general not possible

But we have EDC…

Page 25: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Relating max to vNeumann entropy

But by EDC, is small.

Thus

By q. equipartition property (Tomamichel, Colbeck, Renner ’08)

By subadditivity:

Page 26: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Using Single-Shot Lemmas to show the main result

1. Area law from subvolume law

2. Getting subvolume law

Page 27: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Area Law from Subvolume Law (cheating)

l

A B C

Page 28: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Area Law from Subvolume Law (cheating)

l

A B C

Page 29: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Area Law from Subvolume Law (cheating)

l

A B C

Suppose H(B) < l/(4ξ). Since I(A:B) < 2H(B) < l/(2ξ), if state has ξ-EDC then Cor(A:C) < 2-l/ξ < 2-I(A:B)

Thus: H(C) < H(B) : Area Law for C!

Page 30: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Area Law from Subvolume Law (cheating)

l

A B C

Suppose H(B) < l/(4ξ). Since I(A:B) < 2H(B) < l/(2ξ), if state has ξ-EDC then Cor(A:C) < 2-l/ξ < 2-I(A:B)

Thus: H(C) < H(B) : Area Law for C!

It suffices to prove that nearby the boundary of C there is a region of size < l02O(ξ) with entropy < l/(4ξ)

Page 31: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Area Law from Subvolume Law (cheating)

l

A B C

Suppose H(B) < l/(4ξ). Since I(A:B) < 2H(B) < l/(2ξ), if state has ξ-EDC then Cor(A:C) < 2-l/ξ < 2-I(A:B)

Thus: H(C) < H(B) : Area Law for C!

It suffices to prove that nearby the boundary of C there is a region of size < l02O(ξ) with entropy < l/(4ξ)

Could consider single-shot merging. But remember

Page 32: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Area Law from Subvolume Lawl

A B C

Page 33: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Area Law from Subvolume Lawl

A B C

Page 34: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Area Law from Subvolume Law l

A B C

Suppose Hmax(B) < l/(4ξ). If state has ξ-EDC then Cor(A:C) < 2-l/ξ < 2-3Hmax(B)

Thus: Hmax(C) < Hmax(B) : Area Law for C!

Page 35: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Area Law from Subvolume Lawl

A B C

Suppose Hmax(B) < l/(4ξ). If state has ξ-EDC then Cor(A:C) < 2-l/ξ < 2-3Hmax(B)

Thus: Hmax(C) < Hmax(B) : Area Law for C!

It suffices to prove that nearby the boundary of C there is a region of size < l02O(ξ) with max entropy < l/(4ξ)

Page 36: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

“It suffices to prove that nearby the boundary of C there is a region of size < l02O(ξ) with entropy < l/(4ξ)”

< l02O(1/ε) < l02O(1/ε)

Getting Subvolume Law (cheating)

A sBL BC BR

R := all except BLBCBR :

Hastings lemma with ε = 1/(4ξ), gives I(BC:BLBR) < l/(4ξ)Then from state merging protocol and ξ-EDC:

Page 37: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

< l02O(1/ε) < l02O(1/ε)

A sBL BC BR

R := all except BLBCBR :

Finally: S(BC) ≤ S(BC) + S(BLBR) – S(R) = I(BC:BLBR) ≤ l/(4ξ)

“It suffices to prove that nearby the boundary of C there is a region of size < l02O(ξ) with entropy < l/(4ξ)”

Getting Subvolume Law (cheating)

Hastings lemma with ε = 1/(4ξ), gives I(BC:BLBR) < l/(4ξ)Then from state merging protocol and ξ-EDC:

Page 38: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Single-shot Hastings lemma with ε = 1/(8ξ) gives

Iδmax(BC:BLBR) < l/(2ξ)

Then from single-shot merging and ξ-EDC:

< l02O(1/ε) < l02O(1/ε)

A sBL BC BR

R := all except BLBCBR :

“It suffices to prove that nearby the boundary of C there is a region of size < l02O(ξ) with entropy < l/(4ξ)”

Getting Subvolume Law

Page 39: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Single-shot Hastings lemma with ε = 1/(8ξ) gives

Iδmax(BC:BLBR) < l/(2ξ)

Then from single-shot merging and ξ-EDC:

< l02O(1/ε) < l02O(1/ε)

A sBL BC BR

R := all except BLBCBR :

“It suffices to prove that nearby the boundary of C there is a region of size < l02O(ξ) with entropy < l/(4ξ)”

Getting Subvolume Law

Page 40: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Single-shot Hastings lemma with ε = 1/(8ξ) gives

Iδmax(BC:BLBR) < l/(2ξ)

Then from single-shot merging and ξ-EDC:

< l02O(1/ε) < l02O(1/ε)

A sBL BC BR

R := all except BLBCBR :

“It suffices to prove that nearby the boundary of C there is a region of size < l02O(ξ) with entropy < l/(4ξ)”

Getting Subvolume Law

for

Page 41: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Single-shot Hastings lemma with ε = 1/(8ξ) gives

Iδmax(BC:BLBR) < l/(2ξ)

Then from single-shot merging and ξ-EDC:

< l02O(1/ε) < l02O(1/ε)

A sBL BC BR

R := all except BLBCBR :

“It suffices to prove that nearby the boundary of C there is a region of size < l02O(ξ) with entropy < l/(4ξ)”

Getting Subvolume Law

for

Page 42: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Getting Subvolume Law

By duality of min and max entropies(Tomamichel, Colbeck, Renner ‘09)

Page 43: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Conclusions• EDC implies Area Law in 1D.

• Single-shot info theory useful in physics, here condensed-matter physics/quantum many-body theory

• Single-shot is more than to replace von Neumann by either min or max entropy: new regimes

• Single-shot theory is less structured, but gives a unified way of addressing different types of structures (iid, permutation invariance, ergodicity, exponential decay of correlations)

Page 44: Exponential Decay of Correlations Implies Area Law:  Single-Shot Techniques

Thanks!