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Learning Theory

5,334 papers

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Papers

Bootstrapped Pre-training with Dynamic Identifier Prediction for Generative Retrieval ACL 2024
Evaluating Structural Generalization in Neural Machine Translation ACL 2024
A Curious Case of Searching for the Correlation between Training Data and Adversarial Robustness of Transformer Textual Models ACL 2024
Generalisation First, Memorisation Second? Memorisation Localisation for Natural Language Classification Tasks ACL 2024
Multi-Task Transfer Matters During Instruction-Tuning ACL 2024
Evaluating Extrapolation Ability of Large Language Model in Chemical Domain ACL 2024
Comparing Comparators in Generalization Bounds AISTATS 2024
A Lower Bound and a Near-Optimal Algorithm for Bilevel Empirical Risk Minimization AISTATS 2024
Better Representations via Adversarial Training in Pre-Training: A Theoretical Perspective AISTATS 2024
Fast Dynamic Sampling for Determinantal Point Processes AISTATS 2024
Best Arm Identification with Resource Constraints AISTATS 2024
On the Statistical Efficiency of Mean-Field Reinforcement Learning with General Function Approximation AISTATS 2024
Faster Convergence with MultiWay Preferences AISTATS 2024
Efficient Quantum Agnostic Improper Learning of Decision Trees AISTATS 2024
Meta Learning in Bandits within shared affine Subspaces AISTATS 2024
Prior-dependent analysis of posterior sampling reinforcement learning with function approximation AISTATS 2024
Deep anytime-valid hypothesis testing AISTATS 2024
Understanding Generalization of Federated Learning via Stability: Heterogeneity Matters AISTATS 2024
Mechanics of Next Token Prediction with Self-Attention AISTATS 2024
Lower-level Duality Based Reformulation and Majorization Minimization Algorithm for Hyperparameter Optimization AISTATS 2024
Asymptotic Characterisation of the Performance of Robust Linear Regression in the Presence of Outliers AISTATS 2024
Sharp error bounds for imbalanced classification: how many examples in the minority class? AISTATS 2024
Learning-Based Algorithms for Graph Searching Problems AISTATS 2024
Autoregressive Bandits AISTATS 2024
Best-of-Both-Worlds Algorithms for Linear Contextual Bandits AISTATS 2024