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Learning Theory

5312 directly classified papers

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Papers

Worst-Case Offline Reinforcement Learning with Arbitrary Data Support NIPS 2024
Generalization Error Bounds for Two-stage Recommender Systems with Tree Structure NIPS 2024
Is Score Matching Suitable for Estimating Point Processes? NIPS 2024
V-PETL Bench: A Unified Visual Parameter-Efficient Transfer Learning Benchmark NIPS 2024
Deep linear networks for regression are implicitly regularized towards flat minima NIPS 2024
The Sample Complexity of Gradient Descent in Stochastic Convex Optimization NIPS 2024
Compact Proofs of Model Performance via Mechanistic Interpretability NIPS 2024
The Impact of Geometric Complexity on Neural Collapse in Transfer Learning NIPS 2024
Provably Transformers Harness Multi-Concept Word Semantics for Efficient In-Context Learning NIPS 2024
The Closeness of In-Context Learning and Weight Shifting for Softmax Regression NIPS 2024
Overfitting Behaviour of Gaussian Kernel Ridgeless Regression: Varying Bandwidth or Dimensionality NIPS 2024
Safe Reinforcement Learning with Instantaneous Constraints: The Role of Aggressive Exploration AAAI 2024
On the cohesion and separability of average-link for hierarchical agglomerative clustering NIPS 2024
Learning Discrete Concepts in Latent Hierarchical Models NIPS 2024
On the Connection between Lp- and Risk Consistency and its Implications on Regularized Kernel Methods JMLR 2024
Local to Global: Learning Dynamics and Effect of Initialization for Transformers NIPS 2024
Pretrained Transformer Efficiently Learns Low-Dimensional Target Functions In-Context NIPS 2024
Algorithmic progress in language models NIPS 2024
Testing Semantic Importance via Betting NIPS 2024
Understanding Visual Feature Reliance through the Lens of Complexity NIPS 2024
Improved Sample Complexity for Multiclass PAC Learning NIPS 2024
Unveiling Induction Heads: Provable Training Dynamics and Feature Learning in Transformers NIPS 2024
Dissecting Query-Key Interaction in Vision Transformers NIPS 2024
Active Classification with Few Queries under Misspecification NIPS 2024
Warm-up Free Policy Optimization: Improved Regret in Linear Markov Decision Processes NIPS 2024