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Ankit Pensia
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Generalization error bounds for noisy, iterative algorithms
A Pensia, V Jog, PL Loh
2018 IEEE International Symposium on Information Theory (ISIT), 546-550, 2018
862018
Optimal Lottery Tickets via Subset Sum: Logarithmic Over-Parameterization is Sufficient
A Pensia, S Rajput, A Nagle, H Vishwakarma, D Papailiopoulos
Advances in Neural Information Processing Systems 33, 2020
662020
Outlier Robust Mean Estimation with Subgaussian Rates via Stability
I Diakonikolas, DM Kane, A Pensia
Advances in Neural Information Processing Systems 33, 2020
402020
Robust regression with covariate filtering: Heavy tails and adversarial contamination
A Pensia, V Jog, PL Loh
arXiv preprint arXiv:2009.12976, 2020
332020
Extracting robust and accurate features via a robust information bottleneck
A Pensia, V Jog, PL Loh
IEEE Journal on Selected Areas in Information Theory 1 (1), 131-144, 2020
192020
Statistical query lower bounds for list-decodable linear regression
I Diakonikolas, D Kane, A Pensia, T Pittas, A Stewart
Advances in Neural Information Processing Systems 34, 3191-3204, 2021
102021
Robust Sparse Mean Estimation via Sum of Squares
I Diakonikolas, DM Kane, S Karmalkar, A Pensia, T Pittas
Conference on Learning Theory (COLT), 2022
82022
Streaming Algorithms for High-Dimensional Robust Statistics
I Diakonikolas, DM Kane, A Pensia, T Pittas
International Conference on Machine Learning (ICML), 2022
72022
Estimating location parameters in sample-heterogeneous distributions
A Pensia, V Jog, PL Loh
Information and Inference: A Journal of the IMA, 2021
6*2021
Deep topic models for multi-label learning
R Panda, A Pensia, N Mehta, M Zhou, P Rai
The 22nd International Conference on Artificial Intelligence and Statistics …, 2019
62019
Outlier-Robust Sparse Mean Estimation for Heavy-Tailed Distributions
I Diakonikolas, D Kane, JCH Lee, A Pensia
Advances in Neural Information Processing Systems 35, 2022
52022
List-Decodable Sparse Mean Estimation via Difference-of-Pairs Filtering
I Diakonikolas, DM Kane, S Karmalkar, A Pensia, T Pittas
Advances in Neural Information Processing Systems 35, 2022
42022
Sharp concentration inequalities for the centred relative entropy
A Bhatt, A Pensia
Information and Inference: A Journal of the IMA 12 (1), 524-550, 2023
32023
Communication-constrained hypothesis testing: Optimality, robustness, and reverse data processing inequalities
A Pensia, V Jog, PL Loh
arXiv preprint arXiv:2206.02765, 2022
32022
Mean estimation for entangled single-sample distributions
A Pensia, V Jog, PL Loh
2019 IEEE International Symposium on Information Theory (ISIT), 3052-3056, 2019
32019
Gaussian Mean Testing Made Simple
I Diakonikolas, DM Kane, A Pensia
SIAM Symposium on Simplicity in Algorithms (SOSA) 2023, 2022
22022
Simple binary hypothesis testing under communication constraints
A Pensia, PL Loh, V Jog
2022 IEEE International Symposium on Information Theory (ISIT), 3297-3302, 2022
22022
Simple Binary Hypothesis Testing under Local Differential Privacy and Communication Constraints
A Pensia, AR Asadi, V Jog, PL Loh
arXiv preprint arXiv:2301.03566, 2023
12023
Nearly-Linear Time and Streaming Algorithms for Outlier-Robust PCA
I Diakonikolas, DM Kane, A Pensia, T Pittas
arXiv preprint arXiv:2305.02544, 2023
2023
A Spectral Algorithm for List-Decodable Covariance Estimation in Relative Frobenius Norm
I Diakonikolas, DM Kane, JCH Lee, A Pensia, T Pittas
arXiv preprint arXiv:2305.00966, 2023
2023
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Artikelen 1–20