MerchantBench: Benchmarking LLM Agents for Long-Term Coherence in E-Commerce Operations Paper • 2607.28956 • Published 10 days ago • 94
From RLVR to RLSVR: Task Transformation Induces Self-Verifiable Rewards for Open-Ended LLM Self-Improvement Paper • 2607.23802 • Published 15 days ago • 103
Reasoning Palette: Modulating Reasoning via Latent Contextualization for Controllable Exploration for (V)LMs Paper • 2512.17206 • Published Dec 19, 2025 • 20
Vision-Zero: Scalable VLM Self-Improvement via Strategic Gamified Self-Play Paper • 2509.25541 • Published Sep 29, 2025 • 142
EPO: Entropy-regularized Policy Optimization for LLM Agents Reinforcement Learning Paper • 2509.22576 • Published Sep 26, 2025 • 137
