← Methods
Reinforcement Learning › Methods ›

Deep RL

3861 directly classified papers

Papers per year

Papers

Threshold UCT: Cost-Constrained Monte Carlo Tree Search with Pareto Curves AAAI 2025
Bootstrapped Reward Shaping AAAI 2025
The Distributional Reward Critic Framework for Reinforcement Learning Under Perturbed Rewards AAAI 2025
RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors AAAI 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model ACL 2025
Deep Implicit Imitation Reinforcement Learning in Heterogeneous Action Settings AAAI 2025
FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning AAAI 2025
Probabilistic Shielding for Safe Reinforcement Learning AAAI 2025
DUO: Diverse, Uncertain, On-Policy Query Generation and Selection for Reinforcement Learning from Human Feedback AAAI 2025
GLAM: Global-Local Variation Awareness in Mamba-based World Model AAAI 2025
Highly Parallelized Reinforcement Learning Training with Relaxed Assignment Dependencies AAAI 2025
Enhancing AMR Parsing with Group Relative Policy Optimization ACL 2025
Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL ACL 2025
Efficient Reinforcement Learning in Probabilistic Reward Machines AAAI 2025
Query-efficient Attack for Black-box Image Inpainting Forensics via Reinforcement Learning AAAI 2025
Reducing AUV Energy Consumption Through Dynamic Sensor Directions Switching via Deep Reinforcement Learning AAAI 2025
Removing Prompt-template Bias in Reinforcement Learning from Human Feedback ACL 2025
Latent Reward: LLM-Empowered Credit Assignment in Episodic Reinforcement Learning AAAI 2025
Noise-Resilient Symbolic Regression with Dynamic Gating Reinforcement Learning AAAI 2025
Epistemic Bellman Operators AAAI 2025
SMoSE: Sparse Mixture of Shallow Experts for Interpretable Reinforcement Learning in Continuous Control Tasks AAAI 2025
Adversarial Preference Learning for Robust LLM Alignment ACL 2025
Intelligent OPC Engineer Assistant for Semiconductor Manufacturing AAAI 2025
Learning Joint Behaviors with Large Variations AAAI 2025
Partially Observable Reference Policy Programming IJCAI 2025