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reward shaping

134 papers

RS

Papers

AdvancedIF: Rubric-Based Benchmarking and Reinforcement Learning for Advancing LLM Instruction Following ACL 2026 Benchmarking Reinforcement Learning Algorithms for ICU Ventilator Settings: An Interpretable and Probabilistic Patient Environment for Doctor Agents AAAI 2026 CAD-Refiner: A Unified Framework for CAD Generation and Iterative Editing CVPR 2026 DeepOR: A Deep Reasoning Foundation Model for Optimization Modeling AAAI 2026 Enhancing Inverse Reinforcement Learning through Encoding Dynamic Information in Reward Shaping L4DC 2026 Expressive Temporal Specifications for Reward Monitoring AAAI 2026 FDC-Ground: Improving GRPO for GUI Grounding via Exponential Rewards and Fact-Aligned Pruning AAAI 2026 From Competition to Synergy: Unlocking Reinforcement Learning for Subject-Driven Image Generation ACL 2026 From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding CVPR 2026 General Process Reward Modeling for Robotic Reinforcement Learning CVPR 2026 Hybrid PPO–DQN for Multi-Objective Adaptive Cruise Control in Eco-Driving: Reward Shaping Toward Safety and Sustainability (Student Abstract) AAAI 2026 Learning to Compress Graphs via Dual Agents for Consistent Topological Robustness Evaluation AAAI 2026 LEASH: Adaptive Length Penalty and Reward Shaping for Efficient Large Reasoning Model ACL 2026 MARS2: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation ACL 2026 MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation ACL 2026 ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning ACL 2026 Stability-Aware Reinforcement Learning for Robust Class Integration Test Order Generation AAAI 2026 VORTEX: Aligning Task Utility and Human Preferences Through LLM-Guided Reward Shaping AAAI 2026 VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning AAAI 2026 Accelerating Proximal Policy Optimization Learning Using Task Prediction for Solving Environments with Delayed Rewards L4DC 2025 Action-Dependent Optimality-Preserving Reward Shaping ICML 2025 Adaptive Reward Design for Reinforcement Learning UAI 2025 Automatic Reward Shaping from Confounded Offline Data ICML 2025 Bootstrapped Reward Shaping AAAI 2025 Catching Two Birds with One Stone: Reward Shaping with Dual Random Networks for Balancing Exploration and Exploitation ICML 2025