…the discovery environment must make the control space tractable and provide cheap, frequent feedback for TTS search. As a concrete instantiation, we formulate width--depth TTS as controller synthesis over pre-collected…
…AI-generated summary While Reinforcement Learning from Human Feedback (RLHF) has become a pivotal paradigm for text-to-image generation, its application to image editing remains largely unexplored. A key bottleneck is…
…We develop an interactive execution environment for agents, featuring a unified action space comprising Clarify, Implement, Verify, and Submit, enabling iterative intent refinement, code synthesis, and visual feedback-based validation. Extensive experiments…
…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…
…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…
…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…
…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…
…A label-free policy learning converts free-form feedback into persistent parameter updates of the planner, reshaping subsequent coordination. These three layers co-evolve: reliable skills produce richer memory, richer memory informs…
…View arXiv page View PDF Project page Add to collection Community i think this is a fascinating work, very timely in this field. thank you for your contribution to the community! the…