← Authors

Shashank Singh

16 papers · 2014–2023 · 4 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird 🧭 Keyword Pioneer 🌍 Conference Polyglot (4) 🏃 Academic Marathon (9) 🐝 Cross-Pollinator (7) 🗺️ Taxonomy Completionist (33) 🌉 Interdisciplinary Bridge 🧬 Topic Evolution 🏆 Keyword Champion (3) 📈 Trend Setter 💎 Century Club (16) 🗃️ Keyword Collector (74) 🔥 Unstoppable (8)

Conferences

NIPS (10) AISTATS (3) ICML (2) OSDI (1)

Top co-authors

Barnabás Póczos (9) Ananya Uppal (3) Bernhard Schölkopf (2) Cian Eastwood (2) Julius von Kügelgen (2) Chun-Liang Li (2) Marin Vlastelica Pogančić (1) Elizabeth S. Yang (1) George J. Pappas (1) Yash Sonthalia (1)

Research topics

Probability (1)

Keywords

nonparametric estimation (6) density estimation (6) minimax rate (4) besov space (3) nonparametric statistics (3) optimal transport (2) mutual information (2) density functional (2) distribution estimation (2) generative adversarial network (2) finite-sample guarantee (2) concentration inequality (2) renyi divergence (2) domain generalization (2) nonparametric density estimation (2) k-nearest neighbor (2) divergence estimation (2) entropy estimation (2) minimax convergence (2) two-sample test (1)

Papers

Nonparametric Indirect Active Learning AISTATS 2023
Spuriosity Didn’t Kill the Classifier: Using Invariant Predictions to Harness Spurious Features NIPS 2023
Probable Domain Generalization via Quantile Risk Minimization NIPS 2022
Optimal Binary Classification Beyond Accuracy NIPS 2022
Continuum-Armed Bandits: A Function Space Perspective AISTATS 2021
Interpretable Sequence Learning for Covid-19 Forecasting NIPS 2020
Robust Density Estimation under Besov IPM Losses NIPS 2020
Nonparametric Density Estimation & Convergence Rates for GANs under Besov IPM Losses NIPS 2019
Nonparametric Density Estimation under Adversarial Losses NIPS 2018
Minimax Reconstruction Risk of Convolutional Sparse Dictionary Learning AISTATS 2018
Nonparanormal Information Estimation ICML 2017
Finite-Sample Analysis of Fixed-k Nearest Neighbor Density Functional Estimators NIPS 2016
Efficient Nonparametric Smoothness Estimation NIPS 2016
Torturing Databases for Fun and Profit OSDI 2014
Generalized Exponential Concentration Inequality for Renyi Divergence Estimation ICML 2014
Exponential Concentration of a Density Functional Estimator NIPS 2014