← Authors

Sivaraman Balakrishnan

36 papers · 2011–2023 · 7 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (7) 🌈 Renaissance Researcher (7) 🐝 Cross-Pollinator (11) πŸŒ‰ Interdisciplinary Bridge πŸ—ΊοΈ Taxonomy Completionist (18) 🧭 Keyword Pioneer πŸƒ Academic Marathon (12) 🐣 Hot Topic Early Bird 🀝 Dynamic Duo (11) πŸ”¬ Deep Specialist (16) πŸ† Keyword Champion (2) πŸ”₯ Unstoppable (9) ⚑ Prolific Year (6) ❓ The Questioner πŸ“ˆ Trend Setter πŸ’Ž Century Club (36) πŸ—ƒοΈ Keyword Collector (67)

Conferences

NIPS (14) AISTATS (7) JMLR (7) ICML (5) ALT (1) COLT (1) ICLR (1)

Top co-authors

Aarti Singh (11) Saurabh Garg (9) Zachary Lipton (8) Adarsh Prasad (4) Martin J. Wainwright (4) Larry Wasserman (3) Pradeep Ravikumar (3) Nihar B. Shah (3) Yining Wang (3) Alessandro Rinaldo (3)

Research topics

Statistics (2)

Keywords

domain adaptation (6) pairwise comparison (5) distribution shift (4) semi-supervised learning (4) label shift (4) nonparametric regression (3) heavy-tailed distribution (3) robust estimation (3) sample complexity (3) two-sample test (2) covariate shift (2) unsupervised learning (2) hypothesis testing (2) curse of dimensionality (2) learning theory (2) convex optimization (2) quality estimation (2) density estimation (2) robust statistics (2) spectral clustering (2)

Papers

Domain Adaptation under Missingness Shift AISTATS 2023
RLSbench: Domain Adaptation Under Relaxed Label Shift ICML 2023
Online Label Shift: Optimal Dynamic Regret meets Practical Algorithms NIPS 2023
Complementary Benefits of Contrastive Learning and Self-Training Under Distribution Shift NIPS 2023
Heavy-tailed Streaming Statistical Estimation AISTATS 2022
Understanding Simultaneous Train and Test Robustness ALT 2022
Two-Sample Testing on Ranked Preference Data and the Role of Modeling Assumptions JMLR 2022
Leveraging unlabeled data to predict out-of-distribution performance ICLR 2022
Domain Adaptation under Open Set Label Shift NIPS 2022
Minimax Optimal Regression over Sobolev Spaces via Laplacian Regularization on Neighborhood Graphs AISTATS 2021
Mixture Proportion Estimation and PU Learning:A Modern Approach NIPS 2021
RATT: Leveraging Unlabeled Data to Guarantee Generalization ICML 2021
On Proximal Policy Optimization’s Heavy-tailed Gradients ICML 2021
Path Length Bounds for Gradient Descent and Flow JMLR 2021
Statistical Guarantees for Local Spectral Clustering on Random Neighborhood Graphs JMLR 2021
Regression with Comparisons: Escaping the Curse of Dimensionality with Ordinal Information JMLR 2020
A Robust Univariate Mean Estimator is All You Need AISTATS 2020
On Learning Ising Models under Huber's Contamination Model NIPS 2020
A Unified View of Label Shift Estimation NIPS 2020
Low Permutation-rank Matrices: Structural Properties and Noisy Completion JMLR 2019
How Many Samples are Needed to Estimate a Convolutional Neural Network? NIPS 2018
Nonparametric Regression with Comparisons: Escaping the Curse of Dimensionality with Ordinal Information ICML 2018
Stochastic Zeroth-order Optimization in High Dimensions AISTATS 2018
Optimization of Smooth Functions with Noisy Observations: Local Minimax Rates NIPS 2018
Statistical and Computational Guarantees for the Baum-Welch Algorithm JMLR 2017
Computationally Efficient Robust Sparse Estimation in High Dimensions COLT 2017
Stochastically Transitive Models for Pairwise Comparisons: Statistical and Computational Issues ICML 2016
Local Maxima in the Likelihood of Gaussian Mixture Models: Structural Results and Algorithmic Consequences NIPS 2016
Statistical Inference for Cluster Trees NIPS 2016
Estimation from Pairwise Comparisons: Sharp Minimax Bounds with Topology Dependence JMLR 2016
Estimation from Pairwise Comparisons: Sharp Minimax Bounds with Topology Dependence AISTATS 2015
Cluster Trees on Manifolds NIPS 2013
Optimal kernel choice for large-scale two-sample tests NIPS 2012
Minimax rates for homology inference AISTATS 2012
Noise Thresholds for Spectral Clustering NIPS 2011
Minimax Localization of Structural Information in Large Noisy Matrices NIPS 2011