Learning Theory

Dimension-free deterministic equivalents and scaling laws for random feature regression NeurIPS 2024 Discovering Agents (Abstract Reprint) AAAI 2024 Disentangling and mitigating the impact of task similarity for continual learning NeurIPS 2024 Dissecting Query-Key Interaction in Vision Transformers NeurIPS 2024 Dissecting Sample Hardness: A Fine-Grained Analysis of Hardness Characterization Methods for Data-Centric AI ICLR 2024 Dissecting the Failure of Invariant Learning on Graphs NeurIPS 2024 Dissecting the Interplay of Attention Paths in a Statistical Mechanics Theory of Transformers NeurIPS 2024 Distribution Alignment Optimization through Neural Collapse for Long-tailed Classification ICML 2024 Distributionally Robust Data Valuation ICML 2024 Distribution Learning with Valid Outputs Beyond the Worst-Case NeurIPS 2024 Do Androids Know They’re Only Dreaming of Electric Sheep? ACL 2024 Does Pre-trained Language Model Actually Infer Unseen Links in Knowledge Graph Completion? NAACL 2024 Do LLMs Overcome Shortcut Learning? An Evaluation of Shortcut Challenges in Large Language Models EMNLP 2024 Domain Generalisation via Imprecise Learning ICML 2024 Double-Descent Curves in Neural Networks: A New Perspective Using Gaussian Processes AAAI 2024 Dropout Regularization Versus l2-Penalization in the Linear Model JMLR 2024 Dual Operating Modes of In-Context Learning ICML 2024 Dual VC Dimension Obstructs Sample Compression by Embeddings COLT 2024 Dueling over Dessert, Mastering the Art of Repeated Cake Cutting NeurIPS 2024 Dynamic Byzantine-Robust Learning: Adapting to Switching Byzantine Workers ICML 2024 Dynamic Regret of Adversarial MDPs with Unknown Transition and Linear Function Approximation AAAI 2024 Dynamics of Supervised and Reinforcement Learning in the Non-Linear Perceptron NeurIPS 2024 DyVal: Dynamic Evaluation of Large Language Models for Reasoning Tasks ICLR 2024 Early Neuron Alignment in Two-layer ReLU Networks with Small Initialization ICLR 2024 Efficient Algorithms for Learning Monophonic Halfspaces in Graphs COLT 2024