Learning Theory

Efficient Global Planning in Large MDPs via Stochastic Primal-Dual Optimization ALT 2023 Efficient Hyper-parameter Optimization with Cubic Regularization NeurIPS 2023 Efficient List-Decodable Regression using Batches ICML 2023 Efficiently learning the graph for semi-supervised learning UAI 2023 Efficient Rate Optimal Regret for Adversarial Contextual MDPs Using Online Function Approximation ICML 2023 Efficient RL with Impaired Observability: Learning to Act with Delayed and Missing State Observations NeurIPS 2023 Efficient Testable Learning of Halfspaces with Adversarial Label Noise NeurIPS 2023 Empirical Bayes via ERM and Rademacher complexities: the Poisson model COLT 2023 Energy-Efficient Scheduling with Predictions NeurIPS 2023 Entropic characterization of optimal rates for learning Gaussian mixtures COLT 2023 Environment-Invariant Curriculum Relation Learning for Fine-Grained Scene Graph Generation ICCV 2023 Equivariant Polynomials for Graph Neural Networks ICML 2023 Error Bounds for Learning with Vector-Valued Random Features NeurIPS 2023 Error in the Euclidean Preference Model IJCAI 2023 ESCHER: Eschewing Importance Sampling in Games by Computing a History Value Function to Estimate Regret ICLR 2023 Estimating Causal Effects Identifiable from a Combination of Observations and Experiments NeurIPS 2023 Estimating Possible Causal Effects with Latent Variables via Adjustment ICML 2023 Evaluating Transformer’s Ability to Learn Mildly Context-Sensitive Languages EMNLP 2023 Exact Count of Boundary Pieces of ReLU Classifiers: Towards the Proper Complexity Measure for Classification UAI 2023 Excess Risk of Two-Layer ReLU Neural Networks in Teacher-Student Settings and its Superiority to Kernel Methods ICLR 2023 Experiment Planning with Function Approximation NeurIPS 2023 Expertise Trees Resolve Knowledge Limitations in Collective Decision-Making ICML 2023 Explaining Adversarial Robustness of Neural Networks from Clustering Effect Perspective ICCV 2023 Exploration in Linear Bandits with Rich Action Sets and its Implications for Inference AISTATS 2023 Exploration in Reward Machines with Low Regret AISTATS 2023