Rubric-based RL methods improve research planning and web app generation

Three arXiv papers propose rubric-centered reinforcement learning: PaperGym converts papers into training environments, AutoSciRub generates executable rubrics for research agents, and RCCA assigns localized credit for web app generation. Each reports gains on benchmarks like ResearchQA, AstaBench, and MiniAppBench.