…In this work, we argue that rubrics should serve not merely as final-answer evaluators, but as the shared interface that structures policy execution , judge feedback , and agent memory . Based on this…
…View arXiv page View PDF GitHub 7 Add to collection Community Abundant procedural knowledge on the Web holds great potential for helping agents solve long-horizon tasks. However, such knowledge is often…
…Research on the application of RMs in code generation , however, has been comparatively sparse, with existing work largely focusing on execution feedback. This choice constrains post-training to optimizing functional correctness over…
…AI-generated summary Recent advancements in agentic test-time scaling allow models to gather environmental feedback before committing to final actions. A key limitation of existing methods is that they typically employ…
…View arXiv page View PDF GitHub 12 Add to collection Community Reward models (RMs) provide critical feedback signals for LLM post-training, notably in reinforced fine-tuning (RFT) and reinforcement learning (RL…
…It evolves typed workflow graphs through structured edits , execution feedback , adaptive intensity , meta-guided redesign , and diversity pruning . On held-out MCP-Bench tasks spanning live MCP servers and 250 tools, Evoflux…
…We warmly welcome feedback, comments, and constructive criticism from the community. This is an automated message from the Librarian Bot . I found the following papers similar to this paper. The following papers…
…https://huangrh99.github.io/AlphaGRPO/ View arXiv page View PDF Project page GitHub 50 Add to collection Community AlphaGRPO enables multimodal generation RL training across text and image generation for AR-Diffusion…
…A vLLM implementation of the KVarN method is available at https://github.com/huawei-csl/ KVarN View arXiv page View PDF Project page GitHub 397 Add to collection Community Hi! KVarN is…
…AI-generated summary Biomolecular generators are often adapted with reward feedback to improve task-specific utility, but pushing utility alone can concentrate generation on a narrow family of candidates. Maintaining diversity is…