The Church of the Smaller Hilbert Space

63
Quantum Theology Conditional Density Operators Conditional Independence Quantum State Pooling Conclusions The Church of the Smaller Hilbert Space (a.k.a. An Approach to Quantum State Pooling from Quantum Conditional Independence) M. S. Leifer Institute for Quantum Computing University of Waterloo Perimeter Institute March 11th 2008 / APS March Meeting M. S. Leifer The Church of the Smaller Hilbert Space

description

Slides from an invited talk for the Quantum Foundations session at the APS March meeting 2008. Unfortunately, the talk was never given due to illness.

Transcript of The Church of the Smaller Hilbert Space

Page 1: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Smaller Hilbert Space

(a.k.a. An Approach to Quantum State Pooling

from Quantum Conditional Independence)

M. S. Leifer

Institute for Quantum Computing

University of Waterloo

Perimeter Institute

March 11th 2008 / APS March Meeting

M. S. Leifer The Church of the Smaller Hilbert Space

Page 2: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Outline

1 Quantum Theology

2 Conditional Density Operators

3 Conditional Independence

4 Quantum State Pooling

5 Conclusions

M. S. Leifer The Church of the Smaller Hilbert Space

Page 3: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

Quantum Theology

The Two Churches of Quantum Theory

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

Each church consists of:

A moral code, i.e. a set of proof techniques.

A set of core beliefs, i.e. interpretation of quantum theory.

Secular theorists are free to draw their moral code from

both churches.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 4: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

Quantum Theology

The Two Churches of Quantum Theory

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

Each church consists of:

A moral code, i.e. a set of proof techniques.

A set of core beliefs, i.e. interpretation of quantum theory.

Secular theorists are free to draw their moral code from

both churches.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 5: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

Quantum Theology

The Two Churches of Quantum Theory

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

Each church consists of:

A moral code, i.e. a set of proof techniques.

A set of core beliefs, i.e. interpretation of quantum theory.

Secular theorists are free to draw their moral code from

both churches.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 6: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

Quantum Theology

The Two Churches of Quantum Theory

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

Each church consists of:

A moral code, i.e. a set of proof techniques.

A set of core beliefs, i.e. interpretation of quantum theory.

Secular theorists are free to draw their moral code from

both churches.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 7: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

The Church of The Larger Hilbert SpaceMoral Code

Thou shalt purify mixed states.

ρA = TrE (|ψ〉 〈ψ|AE )

Thou shalt Steinspring dilate TPCP maps.

E(ρA) = TrAER

(UAR |ψ〉 〈ψ|AE ⊗ |0〉 〈0|R U

†AR

)Thou shalt Naimark extend POVMs.

Tr(

E(j)A ρA

)= TrAER

(P

(j)AR |ψ〉 〈ψ|AE ⊗ |0〉 〈0|R

)M. S. Leifer The Church of the Smaller Hilbert Space

Page 8: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

The Church of The Larger Hilbert SpaceMoral Code

Thou shalt purify mixed states.

ρA = TrE (|ψ〉 〈ψ|AE )

Thou shalt Steinspring dilate TPCP maps.

E(ρA) = TrAER

(UAR |ψ〉 〈ψ|AE ⊗ |0〉 〈0|R U

†AR

)Thou shalt Naimark extend POVMs.

Tr(

E(j)A ρA

)= TrAER

(P

(j)AR |ψ〉 〈ψ|AE ⊗ |0〉 〈0|R

)M. S. Leifer The Church of the Smaller Hilbert Space

Page 9: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

The Church of The Larger Hilbert SpaceMoral Code

Thou shalt purify mixed states.

ρA = TrE (|ψ〉 〈ψ|AE )

Thou shalt Steinspring dilate TPCP maps.

E(ρA) = TrAER

(UAR |ψ〉 〈ψ|AE ⊗ |0〉 〈0|R U

†AR

)Thou shalt Naimark extend POVMs.

Tr(

E(j)A ρA

)= TrAER

(P

(j)AR |ψ〉 〈ψ|AE ⊗ |0〉 〈0|R

)M. S. Leifer The Church of the Smaller Hilbert Space

Page 10: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

The Church of The Larger Hilbert SpaceCore Beliefs

The entire universe is described by a massively entangled

pure state, |Ψ〉U , defined on an enormous number of

subsystems.

Quantum mechanics is a well-defined dynamical theory.

|Ψ〉U evolves unitarily according to the Schrödinger

equation and that’s all there is to it!

Taken seriously this leads to Everett/many worlds.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 11: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

The Church of The Larger Hilbert SpaceCore Beliefs

The entire universe is described by a massively entangled

pure state, |Ψ〉U , defined on an enormous number of

subsystems.

Quantum mechanics is a well-defined dynamical theory.

|Ψ〉U evolves unitarily according to the Schrödinger

equation and that’s all there is to it!

Taken seriously this leads to Everett/many worlds.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 12: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

The Church of The Larger Hilbert SpaceCore Beliefs

The entire universe is described by a massively entangled

pure state, |Ψ〉U , defined on an enormous number of

subsystems.

Quantum mechanics is a well-defined dynamical theory.

|Ψ〉U evolves unitarily according to the Schrödinger

equation and that’s all there is to it!

Taken seriously this leads to Everett/many worlds.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 13: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

The Church of The Smaller Hilbert SpaceMoral Code

Thou shalt not adorn your church with unnecessaryornaments.

Thou shalt not purify mixed states.

Thou shalt not Steinspring dilate TPCP maps.

Thou shalt not Naimark extend POVMs.

This talk is about what thou shouldst do instead.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 14: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

The Church of The Smaller Hilbert SpaceMoral Code

Thou shalt not adorn your church with unnecessaryornaments.

Thou shalt not purify mixed states.

Thou shalt not Steinspring dilate TPCP maps.

Thou shalt not Naimark extend POVMs.

This talk is about what thou shouldst do instead.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 15: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

The Church of The Smaller Hilbert SpaceCore Beliefs

Quantum theory is best thought of as a noncommutative

generalization of classical probability theory.

Classical probability distributions do not have purifications.

We will lose sight of useful analogies if we purify.

Taken seriously this leads to quantum logic, quantum

Bayesianism, ..., any interpretation in which the structure

of observables is taken as primary.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 16: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

The Church of The Smaller Hilbert SpaceCore Beliefs

Quantum theory is best thought of as a noncommutative

generalization of classical probability theory.

Classical probability distributions do not have purifications.

We will lose sight of useful analogies if we purify.

Taken seriously this leads to quantum logic, quantum

Bayesianism, ..., any interpretation in which the structure

of observables is taken as primary.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 17: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

The Church of the Larger Hilbert Space

The Church of the Smaller Hilbert Space

The Church of The Smaller Hilbert SpaceCore Beliefs

Quantum theory is best thought of as a noncommutative

generalization of classical probability theory.

Classical probability distributions do not have purifications.

We will lose sight of useful analogies if we purify.

Taken seriously this leads to quantum logic, quantum

Bayesianism, ..., any interpretation in which the structure

of observables is taken as primary.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 18: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Quantum Analog of Conditional Probability?

Classical Probability Quantum Theory

Sample Space: Hilbert Space:

ΩX = 1,2, . . . ,n HA

Probability distribution: Density operator:

P(X ) ρA

Cartesian product: Tensor product:

ΩX × ΩY HA ⊗HB

Joint probability: Bipartite density operator:

P(X ,Y ) ρAB

Conditional probability:

P(Y |X ) = P(X ,Y )P(Y ) ?

M. S. Leifer The Church of the Smaller Hilbert Space

Page 19: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Conditional Density Operators

Definition

A Conditional Density Operator (CDO) ρB|A ∈ L (HA ⊗HB) is a

positive operator that satisfies TrB

(ρB|A

)= IA, where IA is the

identity operator on HA.

c.f.∑

Y P(Y |X ) = 1

Note: A density operator determines a CDO via

ρB|A = ρ− 1

2

A ρABρ− 1

2

A .

Notation: M ∗ N = N12 MN

12

ρB|A = ρAB ∗ ρ−1A and ρAB = ρB|A ∗ ρA.

c.f. P(Y |X ) = P(X ,Y )/P(X ) and P(X ,Y ) = P(Y |X )P(X ).

M. S. Leifer The Church of the Smaller Hilbert Space

Page 20: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Conditional Density Operators

Definition

A Conditional Density Operator (CDO) ρB|A ∈ L (HA ⊗HB) is a

positive operator that satisfies TrB

(ρB|A

)= IA, where IA is the

identity operator on HA.

c.f.∑

Y P(Y |X ) = 1

Note: A density operator determines a CDO via

ρB|A = ρ− 1

2

A ρABρ− 1

2

A .

Notation: M ∗ N = N12 MN

12

ρB|A = ρAB ∗ ρ−1A and ρAB = ρB|A ∗ ρA.

c.f. P(Y |X ) = P(X ,Y )/P(X ) and P(X ,Y ) = P(Y |X )P(X ).

M. S. Leifer The Church of the Smaller Hilbert Space

Page 21: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Conditional Density Operators

Definition

A Conditional Density Operator (CDO) ρB|A ∈ L (HA ⊗HB) is a

positive operator that satisfies TrB

(ρB|A

)= IA, where IA is the

identity operator on HA.

c.f.∑

Y P(Y |X ) = 1

Note: A density operator determines a CDO via

ρB|A = ρ− 1

2

A ρABρ− 1

2

A .

Notation: M ∗ N = N12 MN

12

ρB|A = ρAB ∗ ρ−1A and ρAB = ρB|A ∗ ρA.

c.f. P(Y |X ) = P(X ,Y )/P(X ) and P(X ,Y ) = P(Y |X )P(X ).

M. S. Leifer The Church of the Smaller Hilbert Space

Page 22: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Conditional Density Operators

Definition

A Conditional Density Operator (CDO) ρB|A ∈ L (HA ⊗HB) is a

positive operator that satisfies TrB

(ρB|A

)= IA, where IA is the

identity operator on HA.

c.f.∑

Y P(Y |X ) = 1

Note: A density operator determines a CDO via

ρB|A = ρ− 1

2

A ρABρ− 1

2

A .

Notation: M ∗ N = N12 MN

12

ρB|A = ρAB ∗ ρ−1A and ρAB = ρB|A ∗ ρA.

c.f. P(Y |X ) = P(X ,Y )/P(X ) and P(X ,Y ) = P(Y |X )P(X ).

M. S. Leifer The Church of the Smaller Hilbert Space

Page 23: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Conditional Density Operators

Definition

A Conditional Density Operator (CDO) ρB|A ∈ L (HA ⊗HB) is a

positive operator that satisfies TrB

(ρB|A

)= IA, where IA is the

identity operator on HA.

c.f.∑

Y P(Y |X ) = 1

Note: A density operator determines a CDO via

ρB|A = ρ− 1

2

A ρABρ− 1

2

A .

Notation: M ∗ N = N12 MN

12

ρB|A = ρAB ∗ ρ−1A and ρAB = ρB|A ∗ ρA.

c.f. P(Y |X ) = P(X ,Y )/P(X ) and P(X ,Y ) = P(Y |X )P(X ).

M. S. Leifer The Church of the Smaller Hilbert Space

Page 24: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Conditional Density Operators

Definition

A Conditional Density Operator (CDO) ρB|A ∈ L (HA ⊗HB) is a

positive operator that satisfies TrB

(ρB|A

)= IA, where IA is the

identity operator on HA.

c.f.∑

Y P(Y |X ) = 1

Note: A density operator determines a CDO via

ρB|A = ρ− 1

2

A ρABρ− 1

2

A .

Notation: M ∗ N = N12 MN

12

ρB|A = ρAB ∗ ρ−1A and ρAB = ρB|A ∗ ρA.

c.f. P(Y |X ) = P(X ,Y )/P(X ) and P(X ,Y ) = P(Y |X )P(X ).

M. S. Leifer The Church of the Smaller Hilbert Space

Page 25: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Example

Let ρAB = |Ψ〉 〈Ψ|AB be a pure state with Schmidt

decomposition

|Ψ〉AB =∑

j

√pj

∣∣φj

⟩A⊗∣∣ψj

⟩B.

Then, ρB|A = |Ψ〉 〈Ψ|B|A, where

|Ψ〉B|A =∑

j

∣∣φj

⟩A⊗∣∣ψj

⟩B.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 26: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Ta Da!

Classical Probability Quantum Theory

Sample Space: Hilbert Space:

ΩX = 1,2, . . . ,n HA

Probability distribution: Density operator:

P(X ) ρA

Cartesian product: Tensor product:

ΩX × ΩY HA ⊗HB

Joint probability: Bipartite density operator:

P(X ,Y ) ρAB

Conditional probability: Conditional density operator:

P(Y |X ) = P(X ,Y )P(Y ) ρB|A = ρAB ∗ ρ−1

A

M. S. Leifer The Church of the Smaller Hilbert Space

Page 27: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

A problem with the analogy

ρAB usually represents the state of two subsystems at a

given time.

P(X ,Y ) is more flexible.

X and Y might refer to different subsystems.

Y might represent the value of the same quantity as X , but

at a later time.

Y might represent the result of a measurement of the value

of X .

....

M. S. Leifer The Church of the Smaller Hilbert Space

Page 28: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

A problem with the analogy

ρAB usually represents the state of two subsystems at a

given time.

P(X ,Y ) is more flexible.

X and Y might refer to different subsystems.

Y might represent the value of the same quantity as X , but

at a later time.

Y might represent the result of a measurement of the value

of X .

....

M. S. Leifer The Church of the Smaller Hilbert Space

Page 29: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

A problem with the analogy

ρAB usually represents the state of two subsystems at a

given time.

P(X ,Y ) is more flexible.

X and Y might refer to different subsystems.

Y might represent the value of the same quantity as X , but

at a later time.

Y might represent the result of a measurement of the value

of X .

....

M. S. Leifer The Church of the Smaller Hilbert Space

Page 30: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

A problem with the analogy

ρAB usually represents the state of two subsystems at a

given time.

P(X ,Y ) is more flexible.

X and Y might refer to different subsystems.

Y might represent the value of the same quantity as X , but

at a later time.

Y might represent the result of a measurement of the value

of X .

....

M. S. Leifer The Church of the Smaller Hilbert Space

Page 31: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Subsystems

X Y

time

Two classical subsystems Two quantum subsystems

A B

P (X, Y ) = P (Y |X)P (X) !AB = !B|A ! !A

M. S. Leifer The Church of the Smaller Hilbert Space

Page 32: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Dynamical CDOs

X

Ytime

dynamicsstochasticClassical

dynamicscompletely-positive

Trace-preserving

A

B

P (Y ) = !Y |X (P (X))=

!X P (Y |X)P (X)

=!

X P (X, Y )

!B = EB|A (!A)

= TrA

!!B|A ! !A

"

= TrA (!AB)

M. S. Leifer The Church of the Smaller Hilbert Space

Page 33: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Dynamical CDOs

X

Ytime

dynamicsstochasticClassical

dynamicscompletely-positive

Trace-preserving

A

B

P (Y ) = !Y |X (P (X))=

!X P (Y |X)P (X)

=!

X P (X, Y )

!B = EB|A (!A)

= TrA

!!TA

B|A ! !A

"

M. S. Leifer The Church of the Smaller Hilbert Space

Page 34: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Hybrid Quantum-Classical Systems

X A

ρXA =∑

j

P(X = j) |j〉 〈j |X ⊗ ρ(j)A

ρA =∑

j

P(X = j)ρ(j)A 〈j |X ρX |j〉X = P(X = j)

〈j |X ρXA |j〉X = P(X = j)ρ(j)A

〈j |X ρA|X |j〉X = ρ(j)A

M. S. Leifer The Church of the Smaller Hilbert Space

Page 35: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Hybrid Quantum-Classical Systems

X A

ρXA =∑

j

P(X = j) |j〉 〈j |X ⊗ ρ(j)A

ρA =∑

j

P(X = j)ρ(j)A 〈j |X ρX |j〉X = P(X = j)

〈j |X ρXA |j〉X = P(X = j)ρ(j)A

〈j |X ρA|X |j〉X = ρ(j)A

M. S. Leifer The Church of the Smaller Hilbert Space

Page 36: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Hybrid Quantum-Classical Systems

X A

ρXA =∑

j

P(X = j) |j〉 〈j |X ⊗ ρ(j)A

ρA =∑

j

P(X = j)ρ(j)A 〈j |X ρX |j〉X = P(X = j)

〈j |X ρXA |j〉X = P(X = j)ρ(j)A

〈j |X ρA|X |j〉X = ρ(j)A

M. S. Leifer The Church of the Smaller Hilbert Space

Page 37: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Hybrid Quantum-Classical Systems

X A

ρXA =∑

j

P(X = j) |j〉 〈j |X ⊗ ρ(j)A

ρA =∑

j

P(X = j)ρ(j)A 〈j |X ρX |j〉X = P(X = j)

〈j |X ρXA |j〉X = P(X = j)ρ(j)A

〈j |X ρA|X |j〉X = ρ(j)A

M. S. Leifer The Church of the Smaller Hilbert Space

Page 38: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Hybrid Quantum-Classical Systems

X A

E(j)A = 〈j |X ρX |A |j〉X is a POVM on HA

Conversely, if E(j)A is a POVM on HA then

ρX |A =∑

j |j〉 〈j |X ⊗ E(j)A is a valid CDO.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 39: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Hybrid Quantum-Classical Systems

X A

E(j)A = 〈j |X ρX |A |j〉X is a POVM on HA

Conversely, if E(j)A is a POVM on HA then

ρX |A =∑

j |j〉 〈j |X ⊗ E(j)A is a valid CDO.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 40: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Quantum Analog of Conditional Probability

Dynamical Conditional Density Operators

Hybrid Quantum-Classical Systems

Preparations and Measurements

MeasurementPreparation

X

XA

A

!A = TrX

!!A|X ! !X

"!X = TrA

!!X|A ! !A

"

M. S. Leifer The Church of the Smaller Hilbert Space

Page 41: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Conditional Independence

Quantum Conditional Independence

Hybrid Conditional Independence

Classical Conditional Independence

YZX

H(X : Y |Z ) = H(X ,Z ) + H(Y ,Z )−H(X ,Y ,Z )−H(Z ) = 0

P(X |Y ,Z ) = P(X |Z )

P(Y |X ,Z ) = P(Y |Z )

P(X ,Y |Z ) = P(X |Z )P(Y |Z )

M. S. Leifer The Church of the Smaller Hilbert Space

Page 42: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Conditional Independence

Quantum Conditional Independence

Hybrid Conditional Independence

Quantum Conditional Independence

A BC

S(A : B|C) = S(A,C) + S(B,C)− S(A,B,C)− S(C) = 0

ρA|BC = ρA|C

ρB|AC = ρB|C

⇒ ρAB|C = ρA|CρB|C

M. S. Leifer The Church of the Smaller Hilbert Space

Page 43: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Conditional Independence

Quantum Conditional Independence

Hybrid Conditional Independence

Hybrid Conditional Independence

X YC

S(X : Y |C) = S(X ,C) + S(Y ,C)− S(X ,Y ,C)− S(C) = 0

ρX |YC = ρX |C

ρY |XC = ρY |C

ρXY |C = ρX |CρY |C

M. S. Leifer The Church of the Smaller Hilbert Space

Page 44: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

The Pooling Problem

Classical: Alice describes a system by P(Z ), Bob by Q(Z ).If they get together, what distribution should they agree

upon?

Quantum: Alice describes a system by ρC , Bob by σC . If

they get together, what distribution should they agree

upon?

Introduce an arbiter, Penelope the pooler, who’s task it is to

make the decision.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 45: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

The Pooling Problem

Classical: Alice describes a system by P(Z ), Bob by Q(Z ).If they get together, what distribution should they agree

upon?

Quantum: Alice describes a system by ρC , Bob by σC . If

they get together, what distribution should they agree

upon?

Introduce an arbiter, Penelope the pooler, who’s task it is to

make the decision.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 46: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

The Pooling Problem

Classical: Alice describes a system by P(Z ), Bob by Q(Z ).If they get together, what distribution should they agree

upon?

Quantum: Alice describes a system by ρC , Bob by σC . If

they get together, what distribution should they agree

upon?

Introduce an arbiter, Penelope the pooler, who’s task it is to

make the decision.

M. S. Leifer The Church of the Smaller Hilbert Space

Page 47: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

Diplomatic Pooling

Alice Bob

Penelope

M. S. Leifer The Church of the Smaller Hilbert Space

Page 48: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

Scientific Pooling

Penelope

BobAlice

M. S. Leifer The Church of the Smaller Hilbert Space

Page 49: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

Classical Pooling

Alice Bob

Penelope

Z

YX

P (Z)P (X|Z)

P (Z)P (Y |Z)

P (Z)P (Z|X)P (Z|Y )

M. S. Leifer The Church of the Smaller Hilbert Space

Page 50: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

Simon, the supra-Bayesian

Simon, the fictitious know-it-all is going to update via

Bayes’ rule: P(Z |X ,Y ) = P(X ,Y |Z )P(Z )P(X ,Y ) .

Does Penelope have enough information to do what Simon

says?

Not generally, but if X and Y are conditionally independent:

P(Z |X ,Y ) = P(X |Z )P(Y |Z )P(Z )P(X ,Y )

= P(X)P(Y )P(X ,Y )

P(Z |X)P(Z |Y )P(Z )

= NXYP(Z |X)P(Z |Y )

P(Z )

M. S. Leifer The Church of the Smaller Hilbert Space

Page 51: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

Simon, the supra-Bayesian

Simon, the fictitious know-it-all is going to update via

Bayes’ rule: P(Z |X ,Y ) = P(X ,Y |Z )P(Z )P(X ,Y ) .

Does Penelope have enough information to do what Simon

says?

Not generally, but if X and Y are conditionally independent:

P(Z |X ,Y ) = P(X |Z )P(Y |Z )P(Z )P(X ,Y )

= P(X)P(Y )P(X ,Y )

P(Z |X)P(Z |Y )P(Z )

= NXYP(Z |X)P(Z |Y )

P(Z )

M. S. Leifer The Church of the Smaller Hilbert Space

Page 52: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

Simon, the supra-Bayesian

Simon, the fictitious know-it-all is going to update via

Bayes’ rule: P(Z |X ,Y ) = P(X ,Y |Z )P(Z )P(X ,Y ) .

Does Penelope have enough information to do what Simon

says?

Not generally, but if X and Y are conditionally independent:

P(Z |X ,Y ) = P(X |Z )P(Y |Z )P(Z )P(X ,Y )

= P(X)P(Y )P(X ,Y )

P(Z |X)P(Z |Y )P(Z )

= NXYP(Z |X)P(Z |Y )

P(Z )

M. S. Leifer The Church of the Smaller Hilbert Space

Page 53: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

Quantum Pooling via indirect measurements

Alice Bob

Penelope

X Y

C

BA!C

!A|C

!X|A

!C

!B|C

!Y |B

!C

!C|X

!C|Y

M. S. Leifer The Church of the Smaller Hilbert Space

Page 54: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

Quantum supra-Bayesian Pooling

If ρXY |C = ρX |CρY |C then

ρC|XY = ρXY |C ∗(ρCρ

−1XY

)= ρ−1

XY

(ρX |CρY |C ∗ ρC

)= ρ−1

XYρXρY

(ρC|Xρ

−1CρC|Y

)= NXY

(ρC|Xρ

−1CρC|Y

)

M. S. Leifer The Church of the Smaller Hilbert Space

Page 55: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

Quantum supra-Bayesian Pooling

For which ρABC is pooling always possible regardless ofρX |A, ρY |B?

It is sufficient if ρAB|C = ρA|CρB|C

ρXY |C = TrAB

((ρX |AρY |B

)∗ ρAB|C

)= TrA

(ρX |A ∗ ρA|C

)TrB

(ρY |B ∗ ρB|C

)= ρX |CρY |C .

M. S. Leifer The Church of the Smaller Hilbert Space

Page 56: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Classical Pooling

Quantum Pooling via Indirect Measurements

Quantum supra-Bayesian Pooling

For which ρABC is pooling always possible regardless ofρX |A, ρY |B?

It is sufficient if ρAB|C = ρA|CρB|C

ρXY |C = TrAB

((ρX |AρY |B

)∗ ρAB|C

)= TrA

(ρX |A ∗ ρA|C

)TrB

(ρY |B ∗ ρB|C

)= ρX |CρY |C .

M. S. Leifer The Church of the Smaller Hilbert Space

Page 57: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Moral

Acknowledgments

References

The Moral of the Story

There is a bunch of other stuff that makes more sense inthe Church of the Smaller Hilbert Space

The “pretty good” measurement

“Pretty good” error correction

Results on steering entangled states

Entanglement in time

Quantum sufficient statistics

Causality

...but the Church of the Larger Hilbert Space has some

pretty nifty proofs too.

So which one is right?

M. S. Leifer The Church of the Smaller Hilbert Space

Page 58: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Moral

Acknowledgments

References

The Moral of the Story

There is a bunch of other stuff that makes more sense inthe Church of the Smaller Hilbert Space

The “pretty good” measurement

“Pretty good” error correction

Results on steering entangled states

Entanglement in time

Quantum sufficient statistics

Causality

...but the Church of the Larger Hilbert Space has some

pretty nifty proofs too.

So which one is right?

M. S. Leifer The Church of the Smaller Hilbert Space

Page 59: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Moral

Acknowledgments

References

Blind Men and the Elephant by J. G. Saxe

It was six men of Indostan

To learning much inclined,

Who went to see the Elephant

(Though all of them were blind),

That each by observation

Might satisfy his mind

M. S. Leifer The Church of the Smaller Hilbert Space

Page 60: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Moral

Acknowledgments

References

Blind Men and the Elephant by J. G. Saxe

The First approached the Elephant,

And happening to fall

Against his broad and sturdy side,

At once began to bawl:

"God bless me! but the Elephant

Is very like a wall!"

The Second, feeling of the tusk,

Cried, "Ho! what have we here

So very round and smooth and sharp?

To me ’tis mighty clear

This wonder of an Elephant

Is very like a spear!"

M. S. Leifer The Church of the Smaller Hilbert Space

Page 61: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Moral

Acknowledgments

References

Blind Men and the Elephant by J. G. Saxe

And so these men of Indostan

Disputed loud and long,

Each in his own opinion

Exceeding stiff and strong,

Though each was partly in the right,

And all were in the wrong!

Moral:

So oft in theologic wars,

The disputants, I ween,

Rail on in utter ignorance

Of what each other mean,

And prate about an Elephant

Not one of them has seen!

M. S. Leifer The Church of the Smaller Hilbert Space

Page 62: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Moral

Acknowledgments

References

Acknowledgments

This work is supported by:

The Foundational Questions Institute (http://www.fqxi.org)

MITACS (http://www.mitacs.math.ca)

NSERC (http://nserc.ca/)

The Province of Ontario: ORDCF/MRI

M. S. Leifer The Church of the Smaller Hilbert Space

Page 63: The Church of the Smaller Hilbert Space

Quantum Theology

Conditional Density Operators

Conditional Independence

Quantum State Pooling

Conclusions

Moral

Acknowledgments

References

References

Conditional Density Operators:

M. S. Leifer, Phys. Rev. A 74, 042310 (2006).

arXiv:quant-ph/0606022.

M. S. Leifer (2006) arXiv:quant-ph/0611233.

Conditional Independence:

M. S. Leifer and D. Poulin, Ann. Phys., in press.

arXiv:0708.1337

Quantum State Pooling:

M. S. Leifer and R. W. Spekkens, in preparation.

R. W. Spekkens and H. M. Wiseman, Phys. Rev. A 75,

042104 (2007). arXiv:quant-ph/0612190.

Quantum Theology:

The book with this title is unrelated to this talk.

M. S. Leifer The Church of the Smaller Hilbert Space