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A Gaussian Fixed Point Random Walk

Talkat ITCS 2022 · 2022-01-31..02-03
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Online vector balancing in the Komlós setting gets an explicit Markov-chain construction: a one-dimensional Gaussian fixed point walk whose stationary law is the (discrete) Gaussian and whose steps are ±1 with occasional extras, yielding at most 4% zeros (or an alternative ±1/±2 scheme). Initializing W0 ~ N(0,I) and simulating the walk along each incoming Vi keeps each partial sum distributed exactly Gaussian, so all prefixes have L∞ discrepancy O(√log T) with high probability. The construction analyzes transition probabilities on Z (the discrete Gaussian on Z) and uses the Jacobi triple product to bound the stay probability; the algorithms run in near-linear time.

AI-written summary · about

  1. 0:00Intro
  2. 1:30Example Online Vector Balancing
  3. 2:04Komlós Setting
  4. 3:05Previous Results
  5. 5:08Our Results
  6. 7:17Main Algorithm
  7. 9:13Why the Algorithm Works
  8. 10:13Building the Gaussian Fixed Point Walk
  9. 11:18Parity constraint
  10. 12:44Full Walk Construction
  11. 15:44Bounding s, Triple Product Formula
  12. 17:28Conclusion
  13. 19:21The End
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