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Deep RL

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Suggesting Variable Order for Cylindrical Algebraic Decomposition via Reinforcement Learning NIPS 2023
The Curious Price of Distributional Robustness in Reinforcement Learning with a Generative Model NIPS 2023
Decision Stacks: Flexible Reinforcement Learning via Modular Generative Models NIPS 2023
Regret-Optimal Model-Free Reinforcement Learning for Discounted MDPs with Short Burn-In Time NIPS 2023
Finite-Time Analysis of Whittle Index based Q-Learning for Restless Multi-Armed Bandits with Neural Network Function Approximation NIPS 2023
Train Once, Get a Family: State-Adaptive Balances for Offline-to-Online Reinforcement Learning NIPS 2023
Maximum State Entropy Exploration using Predecessor and Successor Representations NIPS 2023
Offline Quantum Reinforcement Learning in a Conservative Manner AAAI 2023
Reward-Biased Maximum Likelihood Estimation for Neural Contextual Bandits: A Distributional Learning Perspective AAAI 2023
Model-Based Reinforcement Learning with Multinomial Logistic Function Approximation AAAI 2023
Cogito Ergo Summ: Abstractive Summarization of Biomedical Papers via Semantic Parsing Graphs and Consistency Rewards AAAI 2023
RePreM: Representation Pre-training with Masked Model for Reinforcement Learning AAAI 2023
Off-Policy Proximal Policy Optimization AAAI 2023
Scaling Marginalized Importance Sampling to High-Dimensional State-Spaces via State Abstraction AAAI 2023
Unlabeled Imperfect Demonstrations in Adversarial Imitation Learning AAAI 2023
Efficient Exploration in Resource-Restricted Reinforcement Learning AAAI 2023
Open-Ended Diverse Solution Discovery with Regulated Behavior Patterns for Cross-Domain Adaptation AAAI 2023
Computably Continuous Reinforcement-Learning Objectives Are PAC-Learnable AAAI 2023
Adaptive Policy Learning for Offline-to-Online Reinforcement Learning AAAI 2023
Learning Control Policies for Stochastic Systems with Reach-Avoid Guarantees AAAI 2023
Taming Continuous Posteriors for Latent Variational Dialogue Policies AAAI 2023
Low Emission Building Control with Zero-Shot Reinforcement Learning AAAI 2023
Help Me Heal: A Reinforced Polite and Empathetic Mental Health and Legal Counseling Dialogue System for Crime Victims AAAI 2023
Evaluating Model-Free Reinforcement Learning toward Safety-Critical Tasks AAAI 2023
Temporal Extrapolation and Knowledge Transfer for Lifelong Temporal Knowledge Graph Reasoning EMNLP 2023