2 papers
cs.LG2025
Randomness and Interpolation Improve Gradient Descent
Jiawen Li, Pascal Lefevre, Anwar Pp Abdul Majeed
Based on Stochastic Gradient Descent (SGD), the paper introduces two optimizers, named Interpolational Accelerating Gradient Descent (IAGD) as well as Noise-Regularized Stochastic…
cs.NE2024
Halfway Escape Optimization: A Quantum-Inspired Solution for General Optimization Problems
Jiawen Li, Anwar PP Abdul Majeed, Pascal Lefevre
This paper first proposes the Halfway Escape Optimization (HEO) algorithm, a quantum-inspired metaheuristic designed to address general optimization problems. The HEO mimics the ef…