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Regression

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Papers

Functions with average smoothness: structure, algorithms, and learning COLT 2021
Query complexity of least absolute deviation regression via robust uniform convergence COLT 2021
A Statistical Taylor Theorem and Extrapolation of Truncated Densities COLT 2021
The Optimality of Polynomial Regression for Agnostic Learning under Gaussian Marginals in the SQ Model COLT 2021
Efficient Algorithms for Learning from Coarse Labels COLT 2021
Differentially Private Nonparametric Regression Under a Growth Condition COLT 2021
Moment Multicalibration for Uncertainty Estimation COLT 2021
Reduced-Rank Regression with Operator Norm Error COLT 2021
**Paper retracted by author request (see pdf for retraction notice from the authors)** Nonparametric Regression with Shallow Overparameterized Neural Networks Trained by GD with Early Stopping COLT 2021
Learning from Censored and Dependent Data: The case of Linear Dynamics COLT 2021
Benign Overfitting of Constant-Stepsize SGD for Linear Regression COLT 2021
Pose Recognition With Cascade Transformers CVPR 2021
Regressive Domain Adaptation for Unsupervised Keypoint Detection CVPR 2021
Rich Features for Perceptual Quality Assessment of UGC Videos CVPR 2021
Rethinking the Heatmap Regression for Bottom-Up Human Pose Estimation CVPR 2021
Spatially-Varying Outdoor Lighting Estimation From Intrinsics CVPR 2021
Learning Camera Localization via Dense Scene Matching CVPR 2021
SDD-FIQA: Unsupervised Face Image Quality Assessment With Similarity Distribution Distance CVPR 2021
Cross-View Cross-Scene Multi-View Crowd Counting CVPR 2021
CapsuleRRT: Relationships-Aware Regression Tracking via Capsules CVPR 2021
Learning-Based Image Registration With Meta-Regularization CVPR 2021
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression CVPR 2021
Practical Single-Image Super-Resolution Using Look-Up Table CVPR 2021
GDR-Net: Geometry-Guided Direct Regression Network for Monocular 6D Object Pose Estimation CVPR 2021
A Generalized Loss Function for Crowd Counting and Localization CVPR 2021