Deep RL

S^4: Operationalizing Speech Act Theory for Strategic Semi-Structured Psychiatric Interview ACL 2026 Safe Reinforcement Learning for Trustworthy AI: Theory, Algorithms, and Applications AAAI 2026 Saliency-Guided Representation with Consistency Policy Learning for Visual Unsupervised Reinforcement Learning CVPR 2026 ShoppingBench: A Real-World Intent-Grounded Shopping Benchmark for LLM-based Agents AAAI 2026 Specification-Guided Reinforcement Learning AAAI 2026 Stability-Aware Reinforcement Learning for Robust Class Integration Test Order Generation AAAI 2026 Symbolic Task Inference in Deep Reinforcement Learning (Abstract Reprint) AAAI 2026 T4NMTD: Transition-Centric Reinforcement Learning for Non-Markovian Task Decomposition AAAI 2026 TaxonRL: Reinforcement Learning with Intermediate Rewards for Interpretable Fine-Grained Visual Reasoning WACV 2026 TD-M(PC)$^2$: Improving Temporal Difference MPC Through Policy Constraint L4DC 2026 Test-Time Reinforcement Learning for GUI Grounding via Region Consistency AAAI 2026 Thinking with Drafts: Speculative Temporal Reasoning for Efficient Long Video Understanding CVPR 2026 Thinking with Frames: Generative Video Distortion Evaluation via Frame Reward Model CVPR 2026 Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning CVPR 2026 TORA: Train Once, Realign Anytime for Offline Multi-Objective Reinforcement Learning AAAI 2026 Towards Fairness in Transportation Gig Markets: Identifying, Imitating, and Mitigating Algorithm Discrimination via Deep Reinforcement Learning AAAI 2026 TSTM: Temporal Segmentation for Task-relevant Mask in Visual Reinforcement Learning Generalization CVPR 2026 Turning Failures into Value: Negative Experience Replay for RLVR via Confidence Gating and Boundary Failure Sampling ACL 2026 Turn-PPO: Turn-Level Advantage Estimation with PPO for Improved Multi-Turn RL in Agentic LLMs EACL 2026 Universal Compressed Image Restoration via Codec-Aware Conditioning with Reinforcement Learning AAAI 2026 Unlocking Token Rewards via Training-Free Reward Attribution CVPR 2026 Variance Reduction via Resampling and Experience Replay AAAI 2026 VAR RL Done Right: Tackling Asynchronous Policy Conflicts in Visual Autoregressive Generation CVPR 2026 VEG: Verbal 𝜖-greedy for Semantic Exploration in Multi-Turn RL Agents ACL 2026 VideoSeg-R1:Reasoning Video Object Segmentation via Reinforcement Learning AAAI 2026