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← Core Methods
Machine Learning
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Core Methods
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Regression
4,964 papers
Papers per year
2000: 1
2001: 4
2002: 2
2003: 3
2004: 2
2005: 7
2006: 27
2007: 38
2008: 49
2009: 58
2010: 72
2011: 62
2012: 74
2013: 122
2014: 120
2015: 146
2016: 232
2017: 276
2018: 313
2019: 414
2020: 509
2021: 564
2022: 506
2023: 492
2024: 488
2025: 262
2026: 121
Papers
Factor Group-Sparse Regularization for Efficient Low-Rank Matrix Recovery
NIPS 2019
Distributionally Robust Optimization and Generalization in Kernel Methods
NIPS 2019
Kernel Instrumental Variable Regression
NIPS 2019
Globally Optimal Learning for Structured Elliptical Losses
NIPS 2019
Asymptotics for Sketching in Least Squares Regression
NIPS 2019
Gradient Dynamics of Shallow Univariate ReLU Networks
NIPS 2019
Causal Regularization
NIPS 2019
Learning Neural Networks with Adaptive Regularization
NIPS 2019
Sample Complexity of Learning Mixture of Sparse Linear Regressions
NIPS 2019
Stochastic Variance Reduced Primal Dual Algorithms for Empirical Composition Optimization
NIPS 2019
The Step Decay Schedule: A Near Optimal, Geometrically Decaying Learning Rate Procedure For Least Squares
NIPS 2019
iSplit LBI: Individualized Partial Ranking with Ties via Split LBI
NIPS 2019
Personalizing Many Decisions with High-Dimensional Covariates
NIPS 2019
Handling correlated and repeated measurements with the smoothed multivariate square-root Lasso
NIPS 2019
Interaction Hard Thresholding: Consistent Sparse Quadratic Regression in Sub-quadratic Time and Space
NIPS 2019
Shape and Time Distortion Loss for Training Deep Time Series Forecasting Models
NIPS 2019
Fast, Provably convergent IRLS Algorithm for p-norm Linear Regression
NIPS 2019
Fast and Accurate Least-Mean-Squares Solvers
NIPS 2019
Tight Sample Complexity of Learning One-hidden-layer Convolutional Neural Networks
NIPS 2019
Large-scale optimal transport map estimation using projection pursuit
NIPS 2019
Sparse High-Dimensional Isotonic Regression
NIPS 2019
Dynamic Local Regret for Non-convex Online Forecasting
NIPS 2019
Write, Execute, Assess: Program Synthesis with a REPL
NIPS 2019
Conformalized Quantile Regression
NIPS 2019
Learning Sample-Specific Models with Low-Rank Personalized Regression
NIPS 2019
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