2 papers
quant-ph2023
Quantization-based Optimization with Perspective of Quantum Mechanics
Jinwuk Seok, Changsik Cho
Statistical and stochastic analysis based on thermodynamics has been the main analysis framework for stochastic global optimization. Recently, appearing quantum annealing or quantu…
cs.LG2023
Stochastic Gradient Langevin Dynamics Based on Quantization with Increasing Resolution
JInwuk Seok, Changsik Cho
Stochastic learning dynamics based on Langevin or Levy stochastic differential equations (SDEs) in deep neural networks control the variance of noise by varying the size of the min…