Learning Theory

Learning Decision Policies with Instrumental Variables through Double Machine Learning ICML 2024 Learning Discrete Concepts in Latent Hierarchical Models NeurIPS 2024 Learning, Forgetting, Remembering: Insights From Tracking LLM Memorization During Training EMNLP 2024 Learning from higher-order correlations, efficiently: hypothesis tests, random features, and neural networks NeurIPS 2024 Learning from Long-Tailed Noisy Data with Sample Selection and Balanced Loss IJCAI 2024 Learning from Snapshots of Discrete and Continuous Data Streams NeurIPS 2024 Learning Hierarchical Polynomials with Three-Layer Neural Networks ICLR 2024 Learning Hypertrees From Shortest Path Queries ALT 2024 Learning Intersections of Halfspaces with Distribution Shift: Improved Algorithms and SQ Lower Bounds COLT 2024 Learning Linear Block Error Correction Codes ICML 2024 Learning Linear Causal Representations from General Environments: Identifiability and Intrinsic Ambiguity NeurIPS 2024 Learning Low-dimensional Latent Dynamics from High-dimensional Observations: Non-asymptotics and Lower Bounds ICML 2024 Learning Neural Networks with Sparse Activations COLT 2024 Learning Noisy Halfspaces with a Margin: Massart is No Harder than Random NeurIPS 2024 Learning Partitions from Context NeurIPS 2024 Learning Pseudo-Contractive Denoisers for Inverse Problems ICML 2024 Learning Shadow Variable Representation for Treatment Effect Estimation under Collider Bias ICML 2024 Learning Social Welfare Functions NeurIPS 2024 Learning sum of diverse features: computational hardness and efficient gradient-based training for ridge combinations COLT 2024 Learning the Infinitesimal Generator of Stochastic Diffusion Processes NeurIPS 2024 Learning the Topology and Behavior of Discrete Dynamical Systems AAAI 2024 Learning Thresholds with Latent Values and Censored Feedback ICLR 2024 Learning to Understand: Identifying Interactions via the Möbius Transform NeurIPS 2024 Learning Universal Predictors ICML 2024 Learning via Surrogate PAC-Bayes NeurIPS 2024