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conftrace_

reinforcement learning with verifiable reward

42 papers

RLVR

Papers

Rethinking Entropy Interventions in RLVR: An Entropy Change Perspective ACL 2026 Rethinking Sample Polarity in Reinforcement Learning with Verifiable Rewards ACL 2026 RL-PLUS: Countering Capability Boundary Collapse of LLMs in Reinforcement Learning with Hybrid-policy Optimization ACL 2026 RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation ACL 2026 Spatial-SSRL: Enhancing Spatial Understanding via Self-Supervised Reinforcement Learning CVPR 2026 Stable and Efficient Single-Rollout RL for Multimodal Reasoning CVPR 2026 StepHint: Multi-level Stepwise Hints Enhance Reinforcement Learning to Reason ACL 2026 TexOCR: Advancing Document OCR Models for Compilable Page-to-LaTeX Reconstruction ACL 2026 TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs CVPR 2026 Towards Policy-Adaptive Image Guardrail: Benchmark and Method CVPR 2026 Turning Failures into Value: Negative Experience Replay for RLVR via Confidence Gating and Boundary Failure Sampling ACL 2026 VideoSSR: Video Self-Supervised Reinforcement Learning CVPR 2026 Visually-Guided Policy Optimization for Multimodal Reasoning ACL 2026 Identification of Multiple Logical Interpretations in Counter-Arguments EMNLP 2025 OpenRLHF: A Ray-based Easy-to-use, Scalable and High-performance RLHF Framework EMNLP 2025 Table-R1: Inference-Time Scaling for Table Reasoning Tasks EMNLP 2025 Warm Up Before You Train: Unlocking General Reasoning in Resource-Constrained Settings EMNLP 2025