Learning Theory

Scaling Laws in Linear Regression: Compute, Parameters, and Data NeurIPS 2024 Scaling Laws of Synthetic Images for Model Training ... for Now CVPR 2024 Scaling Properties of Speech Language Models EMNLP 2024 Scene Graph Generation Strategy with Co-occurrence Knowledge and Learnable Term Frequency ICML 2024 SCOD: From Heuristics to Theory ECCV 2024 Self-attention Networks Localize When QK-eigenspectrum Concentrates ICML 2024 Self-cognitive Denoising in the Presence of Multiple Noisy Label Sources ICML 2024 Self-Compatibility: Evaluating Causal Discovery without Ground Truth AISTATS 2024 Self-Consistency Training for Density-Functional-Theory Hamiltonian Prediction ICML 2024 Separation and Bias of Deep Equilibrium Models on Expressivity and Learning Dynamics NeurIPS 2024 Sequence Length Independent Norm-Based Generalization Bounds for Transformers AISTATS 2024 Sequential learning of the Pareto front for multi-objective bandits AISTATS 2024 Sequential Probability Assignment with Contexts: Minimax Regret, Contextual Shtarkov Sums, and Contextual Normalized Maximum Likelihood NeurIPS 2024 Settling the sample complexity of online reinforcement learning COLT 2024 SGD Finds then Tunes Features in Two-Layer Neural Networks with near-Optimal Sample Complexity: A Case Study in the XOR problem ICLR 2024 SHAP@k: Efficient and Probably Approximately Correct (PAC) Identification of Top-K Features AAAI 2024 Sharp analysis of power iteration for tensor PCA JMLR 2024 Sharp error bounds for imbalanced classification: how many examples in the minority class? AISTATS 2024 Simple online learning with consistent oracle COLT 2024 Simplicity Bias in Overparameterized Machine Learning AAAI 2024 Simplicity Bias of Two-Layer Networks beyond Linearly Separable Data ICML 2024 Simplicity Bias via Global Convergence of Sharpness Minimization ICML 2024 Sketched Lanczos uncertainty score: a low-memory summary of the Fisher information NeurIPS 2024 SKILL-MIX: a Flexible and Expandable Family of Evaluations for AI Models ICLR 2024 Slicing Mutual Information Generalization Bounds for Neural Networks ICML 2024