Statistical Learning

Tighter Expected Generalization Error Bounds via Wasserstein Distance NeurIPS 2021 Tighter Risk Certificates for Neural Networks JMLR 2021 Tight sampling and discarding bounds for scenario programs with an arbitrary number of removed samples L4DC 2021 To Ship or Not to Ship: An Extensive Evaluation of Automatic Metrics for Machine Translation EMNLP 2021 Toward a General Theory of Online Selective Sampling: Trading Off Mistakes and Queries AISTATS 2021 Toward Better Generalization Bounds with Locally Elastic Stability ICML 2021 Toward Nearly-Zero-Error Sketching via Compressive Sensing NSDI 2021 Towards a Unified Analysis of Random Fourier Features JMLR 2021 Towards a Unified Information-Theoretic Framework for Generalization NeurIPS 2021 Towards Context-Agnostic Learning Using Synthetic Data NeurIPS 2021 Towards Document-Level Human MT Evaluation: On the Issues of Annotator Agreement, Effort and Misevaluation EACL 2021 Towards Flexible Device Participation in Federated Learning AISTATS 2021 Towards More Fine-grained and Reliable NLP Performance Prediction EACL 2021 Towards Practical Mean Bounds for Small Samples ICML 2021 Towards Tight Bounds on the Sample Complexity of Average-reward MDPs ICML 2021 T-SCI: A Two-Stage Conformal Inference Algorithm with Guaranteed Coverage for Cox-MLP ICML 2021 Tune It the Right Way: Unsupervised Validation of Domain Adaptation via Soft Neighborhood Density ICCV 2021 Tusom2021: A Phonetically Transcribed Speech Dataset from an Endangered Language for Universal Phone Recognition Experiments Interspeech 2021 Uncovering Latent Biases in Text: Method and Application to Peer Review AAAI 2021 Understanding the failure modes of out-of-distribution generalization ICLR 2021 Understanding the Generalization Benefit of Model Invariance from a Data Perspective NeurIPS 2021 Uniform Concentration Bounds toward a Unified Framework for Robust Clustering NeurIPS 2021 Uniform Consistency of Cross-Validation Estimators for High-Dimensional Ridge Regression AISTATS 2021 Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds and Benign Overfitting NeurIPS 2021 Universal consistency and rates of convergence of multiclass prototype algorithms in metric spaces JMLR 2021