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Reinforcement Learning

1263 directly classified papers

Papers per year

Papers

RL-GPT: Integrating Reinforcement Learning and Code-as-policy NIPS 2024
Graph-Based Prediction and Planning Policy Network (GP3Net) for Scalable Self-Driving in Dynamic Environments Using Deep Reinforcement Learning AAAI 2024
The Dormant Neuron Phenomenon in Multi-Agent Reinforcement Learning Value Factorization NIPS 2024
MARCO: A Memory-Augmented Reinforcement Framework for Combinatorial Optimization IJCAI 2024
XLand-MiniGrid: Scalable Meta-Reinforcement Learning Environments in JAX NIPS 2024
DGPO: Discovering Multiple Strategies with Diversity-Guided Policy Optimization AAAI 2024
Focus-Then-Decide: Segmentation-Assisted Reinforcement Learning AAAI 2024
Offline Model-Based Optimization via Policy-Guided Gradient Search AAAI 2024
Rethinking Discount Regularization: New Interpretations, Unintended Consequences, and Solutions for Regularization in Reinforcement Learning JMLR 2024
Sample Complexity of Neural Policy Mirror Descent for Policy Optimization on Low-Dimensional Manifolds JMLR 2024
Diffusion-based Reinforcement Learning via Q-weighted Variational Policy Optimization NIPS 2024
How Do Humans Write Code? Large Models Do It the Same Way Too EMNLP 2024
Representation Learning in Deep RL via Discrete Information Bottleneck AISTATS 2023
Aligning Factual Consistency for Clinical Studies Summarization through Reinforcement Learning ACL 2023
Neural Simulated Annealing AISTATS 2023
Generating Dialog Responses with Specified Grammatical Items for Second Language Learning ACL 2023
GeoDRL: A Self-Learning Framework for Geometry Problem Solving using Reinforcement Learning in Deductive Reasoning ACL 2023
Enhancing Educational Dialogues: A Reinforcement Learning Approach for Generating AI Teacher Responses ACL 2023
Triplet-Free Knowledge-Guided Response Generation ACL 2023
SINAI at RadSum23: Radiology Report Summarization Based on Domain-Specific Sequence-To-Sequence Transformer Model ACL 2023
Hybrid-Regressive Paradigm for Accurate and Speed-Robust Neural Machine Translation ACL 2023
Task-Optimized Adapters for an End-to-End Task-Oriented Dialogue System ACL 2023
Multi-Agent Language Learning: Symbolic Mapping ACL 2023
Model-Based Simulation for Optimising Smart Reply ACL 2023
Critic-Guided Decoding for Controlled Text Generation ACL 2023