Statistical Learning

Rethinking Soft Labels for Knowledge Distillation: A Bias–Variance Tradeoff Perspective ICLR 2021 Revenue maximization via machine learning with noisy data NeurIPS 2021 Revisiting Parity of Human vs. Machine Conversational Speech Transcription Interspeech 2021 Rich Prosody Diversity Modelling with Phone-Level Mixture Density Network Interspeech 2021 Risk Bounds and Calibration for a Smart Predict-then-Optimize Method NeurIPS 2021 Risk Bounds and Rademacher Complexity in Batch Reinforcement Learning ICML 2021 Risk Minimization from Adaptively Collected Data: Guarantees for Supervised and Policy Learning NeurIPS 2021 Risk Monotonicity in Statistical Learning NeurIPS 2021 Rissanen Data Analysis: Examining Dataset Characteristics via Description Length ICML 2021 Robust and differentially private mean estimation NeurIPS 2021 Robust Density Estimation from Batches: The Best Things in Life are (Nearly) Free ICML 2021 Robust hypothesis testing and distribution estimation in Hellinger distance AISTATS 2021 Robustifying Algorithms of Learning Latent Trees with Vector Variables NeurIPS 2021 Robust Inference for High-Dimensional Linear Models via Residual Randomization ICML 2021 Robust Mean Estimation on Highly Incomplete Data with Arbitrary Outliers AISTATS 2021 Robustness Guarantees for Mode Estimation with an Application to Bandits AAAI 2021 Robust Testing and Estimation under Manipulation Attacks ICML 2021 Sample Complexity Bounds for Stochastic Shortest Path with a Generative Model ALT 2021 Sample Complexity of Tree Search Configuration: Cutting Planes and Beyond NeurIPS 2021 Sample-Efficient L0-L2 Constrained Structure Learning of Sparse Ising Models AAAI 2021 Scalability vs. Utility: Do We Have To Sacrifice One for the Other in Data Importance Quantification? CVPR 2021 Separation Results between Fixed-Kernel and Feature-Learning Probability Metrics NeurIPS 2021 SGA: A Robust Algorithm for Partial Recovery of Tree-Structured Graphical Models with Noisy Samples ICML 2021 Sharper Generalization Bounds for Clustering ICML 2021 Sharp Impossibility Results for Hyper-graph Testing NeurIPS 2021