Learning with a Single Rollout via Pass@k Policy Optimization
cs.LG, cs.AI
Submitted: 2026-06-24
Updated: 2026-10-10
Terminology
Sources
- Training Verifiers to Solve Math Word Problems
- Process Reinforcement through Implicit Rewards
- Evolving-RL: End-to-End Optimization of Experience-Driven Self-Evolving Capability within Agents
- Likelihood-Based Reward Designs for General LLM Reasoning
- TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling
- DeepSeek-V3 Technical Report
- ARPO:End-to-End Policy Optimization for GUI Agents with Experience Replay
- High-Dimensional Continuous Control Using Generalized Advantage Estimation
- Proximal Policy Optimization Algorithms
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- Exploiting Tree Structure for Credit Assignment in RL Training of LLMs
- SPA-RL: Reinforcing LLM Agents via Stepwise Progress Attribution
- Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning
- Qwen3 Technical Report
- $OneMillion-Bench: How Far are Language Agents from Human Experts?
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