2 papers
cs.AI2026
-MemEvo: Adaptive Cross-Task Memory Transfer for LLM Program Evolution
Aofan Liu, Shiyuan Song, Yiyan Qi
LLM-based program evolution systems such as FunSearch and AlphaEvolve have shown strong ability to discover novel algorithms, but typically optimize each task in isolation, discard…
cs.SE2025
Beyond Function-Level Search: Repository-Aware Dual-Encoder Code Retrieval with Adversarial Verification
Aofan Liu, Shiyuan Song, Haoxuan Li +2
The escalating complexity of modern codebases has intensified the need for retrieval systems capable of interpreting cross-component change intents, a capability fundamentally abse…