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Exponential Separations Between Learning With and Without Quantum Memory

Talkat Quantum Wave in Computing Reunion 2021 · on Thursday, 2021-07-15
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Claims an exponential gap between protocols that can store quantum states and those limited to classical memory, supported by a new learning tree framework and Haar-integral bounds. Concrete results: a purity test needs only O(1) queries with quantum memory (swap test) but Θ(2^{n/2}) copies with classical memory; a Pauli state-property tester uses O(n) queries versus ~2^n classically; shadow tomography lower bound scales like min(M,2^n)/ε^2 classically; a bounded quantum memory trade-off forces exponentially many copies in the gap N−K.

AI-written summary · about

  1. 0:00Introduction
  2. 0:18What are experiments
  3. 1:06Recent perspectives
  4. 2:19The power of quantum memory
  5. 3:22Protocols with a classical memory
  6. 6:32Goal
  7. 7:39Recent work
  8. 13:46Notation
  9. 15:51Purity testing
  10. 17:46Lower bound for purity
  11. 22:00New results
  12. 24:40Quantum channels
  13. 26:24Symmetry distinction
  14. 28:01Bounded quantum memory
  15. 31:36Shadow tomography
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