Statistical Learning

Leveraging PAC-Bayes Theory and Gibbs Distributions for Generalization Bounds with Complexity Measures AISTATS 2024 Linear bandits with polylogarithmic minimax regret COLT 2024 Linear Regression using Heterogeneous Data Batches NeurIPS 2024 List Sample Compression and Uniform Convergence COLT 2024 LLM Dataset Inference: Did you train on my dataset? NeurIPS 2024 Local Anti-Concentration Class: Logarithmic Regret for Greedy Linear Contextual Bandit NeurIPS 2024 Localisation of Regularised and Multiview Support Vector Machine Learning JMLR 2024 Localized Adaptive Risk Control NeurIPS 2024 Localized Debiased Machine Learning: Efficient Inference on Quantile Treatment Effects and Beyond JMLR 2024 Logistic Regression Under Network Dependence JMLR 2024 Looks Too Good To Be True: An Information-Theoretic Analysis of Hallucinations in Generative Restoration Models NeurIPS 2024 Lower Complexity Adaptation for Empirical Entropic Optimal Transport JMLR 2024 Majority-of-Three: The Simplest Optimal Learner? COLT 2024 Matching the Statistical Query Lower Bound for k-Sparse Parity Problems with Sign Stochastic Gradient Descent NeurIPS 2024 Mathematical Framework for Online Social Media Auditing JMLR 2024 Matrix Denoising with Doubly Heteroscedastic Noise: Fundamental Limits and Optimal Spectral Methods NeurIPS 2024 MaxEnt Loss: Constrained Maximum Entropy for Calibration under Out-of-Distribution Shift AAAI 2024 Maximum Likelihood Estimation is All You Need for Well-Specified Covariate Shift ICLR 2024 Mean Aggregator Is More Robust than Robust Aggregators under Label Poisoning Attacks IJCAI 2024 Mean Field Theory in Deep Metric Learning ICLR 2024 Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset NeurIPS 2024 Mentored Learning: Improving Generalization and Convergence of Student Learner JMLR 2024 Meta Continual Learning Revisited: Implicitly Enhancing Online Hessian Approximation via Variance Reduction ICLR 2024 Meta-Learning via PAC-Bayesian with Data-Dependent Prior: Generalization Bounds from Local Entropy IJCAI 2024 Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making NeurIPS 2024