Learning Theory

Data Poisoning Attacks against Conformal Prediction ICML 2024 Dataset Distillation by Automatic Training Trajectories ECCV 2024 D-CPT Law: Domain-specific Continual Pre-Training Scaling Law for Large Language Models NeurIPS 2024 Debiasing Evaluations That Are Biased by Evaluations JMLR 2024 Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation CVPR 2024 Deep anytime-valid hypothesis testing AISTATS 2024 Deeper or Wider: A Perspective from Optimal Generalization Error with Sobolev Loss ICML 2024 Deep Learning Through A Telescoping Lens: A Simple Model Provides Empirical Insights On Grokking, Gradient Boosting & Beyond NeurIPS 2024 Deep linear networks for regression are implicitly regularized towards flat minima NeurIPS 2024 Deep Networks Always Grok and Here is Why ICML 2024 Deep Nonparametric Estimation of Operators between Infinite Dimensional Spaces JMLR 2024 Defining Neural Network Architecture through Polytope Structures of Datasets ICML 2024 DE-HNN: An effective neural model for Circuit Netlist representation AISTATS 2024 Delving into the Reversal Curse: How Far Can Large Language Models Generalize? NeurIPS 2024 Demystifying Linear MDPs and Novel Dynamics Aggregation Framework ICLR 2024 Denoising Rationalization for Multi-hop Fact Verification via Multi-granular Explainer EMNLP 2024 Depth Degeneracy in Neural Networks: Vanishing Angles in Fully Connected ReLU Networks on Initialization JMLR 2024 Depth Separation in Norm-Bounded Infinite-Width Neural Networks COLT 2024 Depthwise Hyperparameter Transfer in Residual Networks: Dynamics and Scaling Limit ICLR 2024 Derandomizing Multi-Distribution Learning NeurIPS 2024 Detection of $L_∞$ Geometry in Random Geometric Graphs: Suboptimality of Triangles and Cluster Expansion COLT 2024 DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy ACL 2024 Dichotomy of Early and Late Phase Implicit Biases Can Provably Induce Grokking ICLR 2024 Differentially Private Domain Adaptation with Theoretical Guarantees ICML 2024 Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion NeurIPS 2024