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Statistical Learning

4076 directly classified papers

Papers per year

Papers

Generalization in Graph Neural Networks: Improved PAC-Bayesian Bounds on Graph Diffusion AISTATS 2023
Membership Inference Attacks against Synthetic Data through Overfitting Detection AISTATS 2023
Nearly Optimal Latent State Decoding in Block MDPs AISTATS 2023
Rethinking Translation Memory Augmented Neural Machine Translation ACL 2023
Kernel Conditional Moment Constraints for Confounding Robust Inference AISTATS 2023
Optimal Online Generalized Linear Regression with Stochastic Noise and Its Application to Heteroscedastic Bandits ICML 2023
Model Analysis & Evaluation for Ambiguous Question Answering ACL 2023
High-dimensional Location Estimation via Norm Concentration for Subgamma Vectors ICML 2023
Domain Adaptation under Missingness Shift AISTATS 2023
Principled Approaches for Private Adaptation from a Public Source AISTATS 2023
Towards Understanding Generalization of Graph Neural Networks ICML 2023
Fine-Grained Distribution-Dependent Learning Curves COLT 2023
NoisywikiHow: A Benchmark for Learning with Real-world Noisy Labels in Natural Language Processing ACL 2023
Open Problem: The Sample Complexity of Multi-Distribution Learning for VC Classes COLT 2023
Neural FIM for learning Fisher information metrics from point cloud data ICML 2023
Learning Functional Distributions with Private Labels ICML 2023
In- or out-of-distribution detection via dual divergence estimation UAI 2023
Proper Scoring Rules for Survival Analysis ICML 2023
Statistical Foundations of Prior-Data Fitted Networks ICML 2023
Probabilistically robust conformal prediction UAI 2023
Honey, I Shrunk the Language: Language Model Behavior at Reduced Scale. ACL 2023
Spread Flows for Manifold Modelling AISTATS 2023
Large deviations rates for stochastic gradient descent with strongly convex functions AISTATS 2023
On the Interplay Between Misspecification and Sub-optimality Gap in Linear Contextual Bandits ICML 2023
Diffusion Models are Minimax Optimal Distribution Estimators ICML 2023