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Explore the intersection of classical and quantum computation, delve into Quantum Hamiltonian Complexity, spanning from Turing Machines to Quantum Systems. Discover how the Local Hamiltonian Problem relates to Constraint Satisfaction Problems.
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2nd Lecture: QMA & The local Hamiltonian problem
…. U5 U4 U3 U2 U1 Classical and Quantum Computation Turing Machine Circuits Cn ≈ time ● Input: ●Gates ● Measure B C A A Quantum Turing Machine… [Deutch’85] Q Quantum circuits [Yao’89] time Running time: number of gates L.
NP A Computational complexity map BQP: Class of problems solvable in polynomial time by quantum computers QNP BPP: Class of problems solvable in polynomial time by classical computers All physically realizable computational models can be simulated in poly time by a Turing machine” (Extended CTT) BQP BPP factoring P 3 3 Widely believed: QC violates ECTT BQP is strictly larger than BPP, Quantum Systems can in principle physically implement BQP
Dawn of Quantum Hamiltonian Complexity… K-SAT NP-Completeness theory Quantum SAT? Quantum NP? Quantum hardness? Cook-Levin’71: k-SAT is NP-complete • Quantum Cook-Levin: • Kitaev’98: Local Hamiltonian problem is quantum NP-complete. • Since then: QNP-hardness for a variety of physical systems. 9
Computer Science CSP is a special case! Condensed Matter Physics Major CS problem: Constraint Satisfaction Problem (CSP) Major CMP problem: The Local Hamiltonian Problem: Given: CSP formula Objectives: Min. # of Violations Optimal assignment Approximations Given: Local Hamiltonian Objective: Ground value, ground state(s) On the board: Recall what’s a Hamiltonian (Hermitian, energies, eigenstates) Define local Hamiltonian How a kSAT can be viewed as a special case of k-Local Ham. The # number of violations groundenergy.
Example for CSPs: Spin glass Which spin distributionminimizes red green (1 violation.) Want to be different Want to be the same violation Energy Penalty: Project on unsatisfying values of x The lowest energy state (ground state) of the spin glass is the solution to our optimization problem.
More generally: Quantum constraints Now the terms need not be diagonal in the comp. basis Energy Penalty: Project on an unsatisfying subspace The lowest energy state (ground state) of the system is the solution to our quantum optimization problem. #violations Energy
Computer Science CSP is a special case! Condensed Matter Physics Multiparticle Entanglement Major CS problem: Constraint Satisfaction Problem (CSP) Major CMP problem: The Local Hamiltonian (LH) Problem: Given: CSP formula Objectives: Min. # of Violations Optimal assignment Approximations Given: Local Hamiltonian Objective: Ground state(s) Strings – not interesting from a comp complexity perspective Apply the computer science questions to the extremely difficult physics situations
Quantum NP (QMA) Quantum NP (QMA) NP Q Verifier Verifier X in L: Exists Ψ s.t. Pr(Q accepts)>2/3 X not in L: for all Ψ, Pr(Q accepts)<1/3 (Completeness & soundness) On the board: Amplification when |c-s|>1/poly Mention QCMA
The Local Hamiltonian problem Given: Local Hamiltonian H on n qubits, Terms are Projections, or PSD b-a>1/poly(n) Objective: Is min. eigenvalue of H<a or >b? The Quantum-Cook-Levin Theorem[Kitaev’98] The local Hamiltonian problem is QMA complete Quantum NP (QMA) X in L: Exists Ψ s.t. Pr(Q accepts)>2/3 X not in L: for all Ψ, Pr(Q accepts)<1/3 Q Verifier
The Easier direction: LH is in QMA The Local Hamiltonian problem (LH): Given: Local Hamiltonian H on n qubits, Terms are Projections, or PSD b-a>1/poly(n) Objective: Is min. eigenvalue of H<a or >b? Quantum NP (QMA) X in L: Exists Ψ s.t. Pr(Q accepts)>c X not in L: for all Ψ, Pr(Q accepts)<s c-s>1/poly Q Verifier Claim: Local Hamiltonian is in QMA On the board: the proof