conftrace_

finite sample analysis

19 papers

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Co-occurring keywords

temporal difference learning (149) stochastic approximation (101) policy evaluation (115) reinforcement learning (4352) linear function approximation (101) excess risk bound (38) eligibility trace (22) markov decision process (790) sample complexity (1169) function approximation (319)

Papers

On the Information Processing of One-Dimensional Wasserstein Distances with Finite Samples AAAI 2026
Asymptotic and Finite Sample Analysis of Nonexpansive Stochastic Approximations with Markovian Noise AAAI 2026
Finite Sample Analysis of Mean-Volatility Actor-Critic for Risk-Averse Reinforcement Learning AISTATS 2022
Truncated Emphatic Temporal Difference Methods for Prediction and Control JMLR 2022
Global Optimality and Finite Sample Analysis of Softmax Off-Policy Actor Critic under State Distribution Mismatch JMLR 2022
Finite Sample Analysis of Average-Reward TD Learning and $Q$-Learning NIPS 2021
Consistency and Finite Sample Behavior of Binary Class Probability Estimation AAAI 2021
Classification using margin pursuit AISTATS 2019
Target-Based Temporal-Difference Learning ICML 2019
Regret Minimization for Reinforcement Learning by Evaluating the Optimal Bias Function NIPS 2019
Finite Sample Analysis of Two-Timescale Stochastic Approximation with Applications to Reinforcement Learning COLT 2018
Q-learning with Nearest Neighbors NIPS 2018
Iterative Value-Aware Model Learning NIPS 2018
Finite Sample Analysis of LSTD with Random Projections and Eligibility Traces IJCAI 2018
Finite Sample Analysis of the GTD Policy Evaluation Algorithms in Markov Setting NIPS 2017
A Finite Sample Analysis of the Naive Bayes Classifier JMLR 2015
Statistical Consistency of Kernel Canonical Correlation Analysis JMLR 2007
Cluster Stability for Finite Samples NIPS 2007
Accurate Error Bounds for the Eigenvalues of the Kernel Matrix JMLR 2006