2 papers
cs.NE2026
LLM-Driven Joint Evolution of Coupled Heuristics Components for Routing Optimization
Juntao Wei, Yangming Zhou, Zhibin Jiang +1
Heuristic design for combinatorial optimization remains heavily reliant on expert knowledge, while existing large language model (LLM)-enhanced evolutionary methods typically evolv…
cs.SE2026
TDD-Agent: Test-Driven Reasoning for Code Generation
Hongyue Yu, Kefan Li, Jiakun Li +4
Large Language Models (LLMs) have achieved remarkable progress in code generation, yet ensuring correctness in complex, repository-level tasks remains challenging. Existing approac…