Deep RL

Sequential Stochastic Combinatorial Optimization Using Hierarchal Reinforcement Learning ICLR 2025 Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL ACL 2025 SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement Learning ICLR 2025 Single-Loop Federated Actor-Critic across Heterogeneous Environments AAAI 2025 Situational-Constrained Sequential Resources Allocation via Reinforcement Learning IJCAI 2025 Sketch Decompositions for Classical Planning via Deep Reinforcement Learning IJCAI 2025 Sketch-to-Skill: Bootstrapping Robot Learning with Human Drawn Trajectory Sketches RSS 2025 Skill Disentanglement in Reproducing Kernel Hilbert Space AAAI 2025 SLRL: Semi-Supervised Local Community Detection Based on Reinforcement Learning AAAI 2025 SMoSE: Sparse Mixture of Shallow Experts for Interpretable Reinforcement Learning in Continuous Control Tasks AAAI 2025 Solving MDPs with LTLf+ and PPLTL+ Temporal Objectives IJCAI 2025 SoRFT: Issue Resolving with Subtask-oriented Reinforced Fine-Tuning ACL 2025 SORREL: Suboptimal-Demonstration-Guided Reinforcement Learning for Learning to Branch AAAI 2025 Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025 Spatial-Temporal Aware Visuomotor Diffusion Policy Learning ICCV 2025 Speaking at the Right Level: Literacy-Controlled Counterspeech Generation with RAG-RL EMNLP 2025 SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin EMNLP 2025 SrSv: Integrating Sequential Rollouts with Sequential Value Estimation for Multi-agent Reinforcement Learning AAAI 2025 Stabilizing and Accelerating Autofocus with Expert Trajectory Regularized Deep Reinforcement Learning CVPR 2025 STAR: Learning Diverse Robot Skill Abstractions through Rotation-Augmented Vector Quantization ICML 2025 Stay Hungry, Keep Learning: Sustainable Plasticity for Deep Reinforcement Learning ICML 2025 STeCa: Step-level Trajectory Calibration for LLM Agent Learning ACL 2025 Steerable Scene Generation with Post Training and Inference-Time Search CoRL 2025 Steering LLM Reasoning Through Bias-Only Adaptation EMNLP 2025 Structured Document Translation via Format Reinforcement Learning IJCNLP 2025