π An open-source, hands-on curriculum bridging the gap from basic RL concepts to LLM alignment, RLVR, and advanced Agentic systems.
Aesthetic code generation with decoupled cross-modal rewards: turning prompts into editable, verifiable HTML/CSS infographics, with image generators as aesthetic guidance.
Awesome List for Agentic RL
A scalable, agentic-first, and HuggingFace-native RL framework for research (9k lines).
An Efficient and User-Friendly Scaling Library for Reinforcement Learning with Large Language Models
Evidence-first infrastructure for reproducible, isolated executable evaluation and online rewards.
Deferred Exposure of Future Trajectories for Verifiable Reasoning in Autonomous Driving VLMs
Unified reproductions, benchmarking & evaluation for perception-aware RLVR and OPD in VLMs. 19 methods Β· 30+ benchmarks Β· Official code of CGPO (ACM MM 2026 Oral).