| Generalization error bounds for noisy, iterative algorithms A Pensia, V Jog, PL Loh IEEE International Symposium on Information Theory (ISIT), 2018 | 122 | 2018 |
| 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 | 115 | 2020 |
| Outlier robust mean estimation with subgaussian rates via stability I Diakonikolas, DM Kane, A Pensia Advances in Neural Information Processing Systems (NeurIPS), 2020 | 69 | 2020 |
| 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 | 62 | 2024 |
| 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 | 28 | 2020 |
| Streaming algorithms for high-dimensional robust statistics I Diakonikolas, DM Kane, A Pensia, T Pittas International Conference on Machine Learning, 2022 | 27 | 2022 |
| Robust sparse mean estimation via sum of squares I Diakonikolas, DM Kane, S Karmalkar, A Pensia, T Pittas Conference on Learning Theory (COLT), 2022 | 26 | 2022 |
| 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 | 23 | 2021 |
| Communication-constrained hypothesis testing: Optimality, robustness, and reverse data processing inequalities A Pensia, V Jog, PL Loh IEEE Transactions on Information Theory, 2024 | 21* | 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 | 16 | 2022 |
| Estimating location parameters in sample-heterogeneous distributions A Pensia, V Jog, PL Loh Information and Inference: A Journal of the IMA, 2021 | 15* | 2021 |
| 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 | 13 | 2024 |
| 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 | 12 | 2022 |
| 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 | 9 | 2023 |
| 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 | 7 | 2019 |
| The Sample Complexity of Simple Binary Hypothesis Testing A Pensia, V Jog, PL Loh Conference on Learning Theory (COLT), 2024 | 4 | 2024 |
| Gaussian mean testing made simple I Diakonikolas, DM Kane, A Pensia Symposium on Simplicity in Algorithms (SOSA), 2023 | 4 | 2023 |
| SoS Certifiability of Subgaussian Distributions and its Algorithmic Applications I Diakonikolas, SB Hopkins, A Pensia, S Tiegel arXiv preprint arXiv:2410.21194, 2024 | 3 | 2024 |
| 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 | 3 | 2023 |
| 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 | 3 | 2023 |
Varun JogUniversity of CambridgeVerified email at cam.ac.uk