2 papers
cs.CL2026
PRBench: End-to-end Paper Reproduction in Physics Research
Shi Qiu, Junyi Deng, Yiwei Deng +48
AI agents powered by large language models exhibit strong reasoning and problem-solving capabilities, enabling them to assist scientific research tasks such as formula derivation a…
cs.LG2026
WorkflowGen:an adaptive workflow generation mechanism driven by trajectory experience
Ruocan Wei, Shufeng Wang, Ziwei Shi
Large language model (LLM) agents often suffer from high reasoning overhead, excessive token consumption, unstable execution, and inability to reuse past experiences in complex tas…