GitHub

An Intelligent Clustering-Based ALNS: A Strong Baseline for Neural Combinatorial Optimization

Adaptive Large Neighborhood Search (ALNS) remains a dominant metaheuristic for vehicle routing, yet the design of its destroy and repair operators relies heavily on manual engineering. Although Neural ...
IEEE

A Greedy Initialization-Based Genetic Algorithm for Sampling Optimization

Abstract: In this paper, a greedy initialization-based genetic algorithm is proposed for unit-norm tight frame sampling design in spherical near-field measurements. Since the optimization criterion ...
IEEE

Multi-Objective Simulated Annealing for Efficient Task Allocation in UAV-Assisted Edge Computing for Smart City Traffic Management

Abstract: Smart city traffic management relies increasingly on UAV-assisted edge computing systems to process real-time data and make informed decisions. A critical challenge in these systems is the ...
GitHub

Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

We propose TraceRL, a trajectory-aware reinforcement learning method for diffusion language models, which demonstrates the best performance among RL approaches for DLMs. We also introduce a ...