Regression

Factorization Machines with Regularization for Sparse Feature Interactions JMLR 2021 Failures of Model-dependent Generalization Bounds for Least-norm Interpolation JMLR 2021 Fair Sparse Regression with Clustering: An Invex Relaxation for a Combinatorial Problem NeurIPS 2021 Faster Kernel Interpolation for Gaussian Processes AISTATS 2021 FAST: Financial News and Tweet Based Time Aware Network for Stock Trading EACL 2021 Fast Projection onto the Capped Simplex with Applications to Sparse Regression in Bioinformatics NeurIPS 2021 Fast Rates for Structured Prediction COLT 2021 FCFR-Net: Feature Fusion based Coarse-to-Fine Residual Learning for Depth Completion AAAI 2021 Feature-Based SLAM: Why Simultaneous Localisation and Mapping? RSS 2021 Finding a Balanced Degree of Automation for Summary Evaluation EMNLP 2021 Finite Time LTI System Identification JMLR 2021 FinQA: A Dataset of Numerical Reasoning over Financial Data EMNLP 2021 Fixed-Parameter and Approximation Algorithms for PCA with Outliers ICML 2021 Flexible Signal Denoising via Flexible Empirical Bayes Shrinkage JMLR 2021 Forecasting Reservoir Inflow via Recurrent Neural ODEs AAAI 2021 For high-dimensional hierarchical models, consider exchangeability of effects across covariates instead of across datasets NeurIPS 2021 From Behavioral Theories to Econometrics: Inferring Preferences of Human Agents from Data on Repeated Interactions AAAI 2021 From Fourier to Koopman: Spectral Methods for Long-term Time Series Prediction JMLR 2021 From global to local MDI variable importances for random forests and when they are Shapley values NeurIPS 2021 Fully Exploiting Cascade Graphs for Real-time Forwarding Prediction AAAI 2021 Functions with average smoothness: structure, algorithms, and learning COLT 2021 Fundamental Limits of Ridge-Regularized Empirical Risk Minimization in High Dimensions AISTATS 2021 Funnel Deep Complex U-Net for Phase-Aware Speech Enhancement Interspeech 2021 Future Moment Assessment for Action Query WACV 2021 Gaming Helps! Learning from Strategic Interactions in Natural Dynamics AISTATS 2021