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Deep RL

3861 directly classified papers

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Papers

Highly Parallelized Reinforcement Learning Training with Relaxed Assignment Dependencies AAAI 2025
GenPlan: Generative Sequence Models as Adaptive Planners AAAI 2025
HOMIE: Humanoid Loco-Manipulation with Isomorphic Exoskeleton Cockpit RSS 2025
Tilted Quantile Gradient Updates for Quantile-Constrained Reinforcement Learning AAAI 2025
Reducing AUV Energy Consumption Through Dynamic Sensor Directions Switching via Deep Reinforcement Learning AAAI 2025
Efficient Reinforcement Learning in Probabilistic Reward Machines AAAI 2025
FlightGPT: Towards Generalizable and Interpretable UAV Vision-and-Language Navigation with Vision-Language Models EMNLP 2025
Safety with Agency: Human-Centered Safety Filter with Application to AI-Assisted Motorsports RSS 2025
CTD4 – a Deep Continuous Distributional Actor-Critic Agent with a Kalman Fusion of Multiple Critics AAAI 2025
Towards Robust, Efficient, and Practical Decision-Making: From Reward-Maximizing Deep Reinforcement Learning to Reward-Matching GFlowNets AAAI 2025
PIN-WM: Learning Physics-INformed World Models for Non-Prehensile Manipulation RSS 2025
NL2Lean: Translating Natural Language into Lean 4 through Multi-Aspect Reinforcement Learning EMNLP 2025
LLM-Powered User Simulator for Recommender System AAAI 2025
JARVIS-VLA: Post-Training Large-Scale Vision Language Models to Play Visual Games with Keyboards and Mouse ACL 2025
Exploration-Driven Generative Interactive Environments CVPR 2025
Steering LLM Reasoning Through Bias-Only Adaptation EMNLP 2025
Reward-Directed Score-Based Diffusion Models via q-Learning JMLR 2025
Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models EMNLP 2025
BeamDojo: Learning Agile Humanoid Locomotion on Sparse Footholds RSS 2025
Hierarchical and Modular Network on Non-prehensile Manipulation in General Environments RSS 2025
Combining Deep Reinforcement Learning and Search with Generative Models for Game-Theoretic Opponent Modeling IJCAI 2025
Preference-based Deep Reinforcement Learning for Historical Route Estimation IJCAI 2025
Towards Efficient LLM Grounding for Embodied Multi-Agent Collaboration ACL 2025
SUF: Stabilized Unconstrained Fine-Tuning for Offline-to-Online Reinforcement Learning AAAI 2024
ACT: Empowering Decision Transformer with Dynamic Programming via Advantage Conditioning AAAI 2024