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#machine learning Preprint Oct 2026

FC-SWE: Failure-Conditioned RL for Long-Horizon Software Engineering Agents

Repository-level software engineering (SWE) is a challenging long-horizon setting: agents must reason over extended interactions, use tools, and adapt to stateful environments. Recent work trains SWE agents with reinforcement learning methods such as Group Relative Policy Optimization (GRPO), which independently sample...

Liu-Fu Jia, Bin Hu, Lin Jing et al. · 0 citations
Conference Sep 2026

A provenance-aware selective memory sharing method for multiagent decision-making

As multi-agent systems are increasingly used to handle complex tasks, procedures such as retrieval, filtering, reasoning, and explanation are often assigned to different agents. External memory, shared memory, and communication mechanisms have therefore become key factors shaping collaborative efficiency. In many compl...

Xian-Ning Su, Jun Yang · 0 citations

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