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Statistical Learning

4076 directly classified papers

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Papers

Multiclass learning with margin: exponential rates with no bias-variance trade-off ICML 2022
Delay-Adaptive Step-sizes for Asynchronous Learning ICML 2022
Optimal Clustering with Noisy Queries via Multi-Armed Bandit ICML 2022
Inferring Cause and Effect in the Presence of Heteroscedastic Noise ICML 2022
On the Statistical Benefits of Curriculum Learning ICML 2022
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models ICML 2022
Understanding Dataset Difficulty with $\mathcal{V}$-Usable Information ICML 2022
Coordinated Double Machine Learning ICML 2022
Lazy Estimation of Variable Importance for Large Neural Networks ICML 2022
Datamodels: Understanding Predictions with Data and Data with Predictions ICML 2022
Robust Fine-Tuning of Deep Neural Networks with Hessian-based Generalization Guarantees ICML 2022
Calibrated and Sharp Uncertainties in Deep Learning via Density Estimation ICML 2022
Marginal Tail-Adaptive Normalizing Flows ICML 2022
Supervised Learning with General Risk Functionals ICML 2022
Structure Preserving Neural Networks: A Case Study in the Entropy Closure of the Boltzmann Equation ICML 2022
Certifying Out-of-Domain Generalization for Blackbox Functions ICML 2022
More Than a Toy: Random Matrix Models Predict How Real-World Neural Representations Generalize ICML 2022
A Theoretical Analysis on Independence-driven Importance Weighting for Covariate-shift Generalization ICML 2022
Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity ICML 2022
Neural Tangent Kernel Empowered Federated Learning ICML 2022
GSmooth: Certified Robustness against Semantic Transformations via Generalized Randomized Smoothing ICML 2022
Differentially Private Community Detection for Stochastic Block Models ICML 2022
Stable Conformal Prediction Sets ICML 2022
Debiaser Beware: Pitfalls of Centering Regularized Transport Maps ICML 2022
Provably Confidential Language Modelling NAACL 2022