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Ankit Pensia
Ankit Pensia
Simons Institute for the Theory of Computing
Verified email at berkeley.edu - Homepage
Title
Cited by
Cited by
Year
Generalization error bounds for noisy, iterative algorithms
A Pensia, V Jog, PL Loh
IEEE International Symposium on Information Theory (ISIT), 2018
1192018
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 (NeurIPS), 2020
1142020
Outlier robust mean estimation with subgaussian rates via stability
I Diakonikolas, DM Kane, A Pensia
Advances in Neural Information Processing Systems (NeurIPS), 2020
672020
Robust regression with covariate filtering: Heavy tails and adversarial contamination
A Pensia, V Jog, PL Loh
Journal of the American Statistical Association, 1-12, 2024
602024
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
272020
Streaming algorithms for high-dimensional robust statistics
I Diakonikolas, DM Kane, A Pensia, T Pittas
International Conference on Machine Learning, 2022
262022
Robust sparse mean estimation via sum of squares
I Diakonikolas, DM Kane, S Karmalkar, A Pensia, T Pittas
Conference on Learning Theory (COLT), 2022
252022
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 (NeurIPS), 2021
222021
Communication-constrained hypothesis testing: Optimality, robustness, and reverse data processing inequalities
A Pensia, V Jog, PL Loh
IEEE Transactions on Information Theory, 2024
19*2024
Outlier-robust sparse mean estimation for heavy-tailed distributions
I Diakonikolas, D Kane, J Lee, A Pensia
Advances in Neural Information Processing Systems (NeurIPS), 2022
162022
Simple Binary Hypothesis Testing under Local Differential Privacy and Communication Constraints
A Pensia, AR Asadi, V Jog, PL Loh
IEEE Transactions on Information Theory, 2024
132024
Estimating location parameters in sample-heterogeneous distributions
A Pensia, V Jog, PL Loh
Information and Inference: A Journal of the IMA, 2021
13*2021
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 (NeurIPS), 2022
122022
Nearly-Linear Time and Streaming Algorithms for Outlier-Robust PCA
I Diakonikolas, D Kane, A Pensia, T Pittas
International Conference on Machine Learning (ICML), 2023
92023
Deep topic models for multi-label learning
R Panda, A Pensia, N Mehta, M Zhou, P Rai
International Conference on Artificial Intelligence and Statistics (AISTATS …, 2019
72019
The Sample Complexity of Simple Binary Hypothesis Testing
A Pensia, V Jog, PL Loh
Conference on Learning Theory (COLT), 2024
42024
Gaussian mean testing made simple
I Diakonikolas, DM Kane, A Pensia
Symposium on Simplicity in Algorithms (SOSA), 2023
42023
Near-Optimal Algorithms for Gaussians with Huber Contamination: Mean Estimation and Linear Regression
I Diakonikolas, D Kane, A Pensia, T Pittas
Advances in Neural Information Processing Systems (NeurIPS), 2023
32023
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
SoS Certifiability of Subgaussian Distributions and its Algorithmic Applications
I Diakonikolas, SB Hopkins, A Pensia, S Tiegel
arXiv preprint arXiv:2410.21194, 2024
22024
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