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Theory

4950 directly classified papers

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Papers

Minimax Linear Regression under the Quantile Risk COLT 2024
Token Transformation Matters: Towards Faithful Post-hoc Explanation for Vision Transformer CVPR 2024
Warm-up Free Policy Optimization: Improved Regret in Linear Markov Decision Processes NIPS 2024
Identifying Important Group of Pixels using Interactions CVPR 2024
HEMM: Holistic Evaluation of Multimodal Foundation Models NIPS 2024
Selectively Answering Visual Questions ACL 2024
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language Models ACL 2024
Variance estimation in compound decision theory under boundedness NIPS 2024
Language Models Do Hard Arithmetic Tasks Easily and Hardly Do Easy Arithmetic Tasks ACL 2024
A Meta-Learning Perspective on Transformers for Causal Language Modeling ACL 2024
The Role of Over-Parameterization in Machine Learning – the Good, the Bad, the Ugly AAAI 2024
Robust Uncertainty Quantification Using Conformalised Monte Carlo Prediction AAAI 2024
Analyzing Generalization in Policy Networks: A Case Study with the Double-Integrator System AAAI 2024
How Does Variance Shape the Regret in Contextual Bandits? NIPS 2024
Foundations of Reactive Synthesis for Declarative Process Specifications AAAI 2024
Beyond Probabilities: Unveiling the Misalignment in Evaluating Large Language Models ACL 2024
Clarifying the Behavior and the Difficulty of Adversarial Training AAAI 2024
Double-Descent Curves in Neural Networks: A New Perspective Using Gaussian Processes AAAI 2024
Improving Alignment and Robustness with Circuit Breakers NIPS 2024
MEPSI: An MDL-Based Ensemble Pruning Approach with Structural Information AAAI 2024
Rethinking Propagation for Unsupervised Graph Domain Adaptation AAAI 2024
Hardness of Random Reordered Encodings of Parity for Resolution and CDCL AAAI 2024
Theoretical Investigations and Practical Enhancements on Tail Task Risk Minimization in Meta Learning NIPS 2024
Your Prompt Is My Command: On Assessing the Human-Centred Generality of Multimodal Models (Abstract Reprint) AAAI 2024
Proving Linear Mode Connectivity of Neural Networks via Optimal Transport AISTATS 2024