Author

Junyi Wei

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Preprint Sep 2026

LLM-Driven Joint Evolution of Coupled Heuristics Components for Routing Optimization

An LLM-driven Heuristic Components Joint Generation (LLM-HCJG), a population-based framework that jointly generates and co-evolves interdependent heuristic components under a shared design blueprint that attains consistently low optimality gaps.

Junyi Wei, Yangming Zhou, Zhi-Bin Jiang et al. · 0 citations

Preprint Aug 2026

TDD-Agent: Test-Driven Reasoning for Code Generation

TDD-Agent is introduced, which operationalizes the test-driven development paradigm for code generation and improves not only code correctness but also the effectiveness of the generated tests, yielding higher pass rates, coverage, and mutation scores, suggesting that tests can serve as evolving reasoning artifacts rat...

Hong Yu, Ke-Fan Li, Jia-Kun Li et al. · 2 citations