temporal difference learning

Almost Sure Convergence of Linear Temporal Difference Learning with Arbitrary Features JMLR 2026 An MRP Formulation for Supervised Learning: Generalized Temporal Difference Learning Models (Abstract Reprint) AAAI 2026 An NTK Theory Approach to UCB Estimation in Semi-gradient TD Learning UAI 2026 A Single Stepsize Suffices for Unprojected Linear TD(0): Simultaneous Robust and Fast Rates via Polyak–Ruppert Averaging COLT 2026 Asymptotic and Finite Sample Analysis of Nonexpansive Stochastic Approximations with Markovian Noise AAAI 2026 DialogXpert: Driving Intelligent and Emotion-Aware Conversations Through Online Value-Based Reinforcement Learning with LLM Priors AAAI 2026 Gaussian Approximation for Two-Timescale Linear Stochastic Approximation AAAI 2026 Language Model Distillation: A Temporal Difference Imitation Learning Perspective AAAI 2026 MetaTrader: Learning to Generalize RL Trading Policies Beyond Offline Data AAAI 2026 Revisiting TD Target Aggregation under Uncertainty in Q-Learning UAI 2026 Adversarially-Robust TD Learning with Markovian Data: Finite-Time Rates and Fundamental Limits AISTATS 2025 A Primal-dual Perspective for Distributed TD-learning IJCAI 2025 Digi-Q: Learning VLM Q-Value Functions for Training Device-Control Agents ICLR 2025 Distributional Reinforcement Learning with Dual Expectile-Quantile Regression UAI 2025 Don’t Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls ACL 2025 Exploiting Approximate Symmetry for Efficient Multi-Agent Reinforcement Learning L4DC 2025 Fast and Slow Streams for Online Time Series Forecasting Without Information Leakage ICLR 2025 Finite-Time Analysis of Heterogeneous Federated Temporal Difference Learning IJCAI 2025 MAD-TD: Model-Augmented Data stabilizes High Update Ratio RL ICLR 2025 On the Linear Speedup of Personalized Federated Reinforcement Learning with Shared Representations ICLR 2025 Physics-informed Temporal Difference Metric Learning for Robot Motion Planning ICLR 2025 Real-Time Recurrent Reinforcement Learning AAAI 2025 Revisiting a Design Choice in Gradient Temporal Difference Learning ICLR 2025 Scaling Offline Model-Based RL via Jointly-Optimized World-Action Model Pretraining ICLR 2025 Simplifying Deep Temporal Difference Learning ICLR 2025