Sever: A Robust Meta-Algorithm for Stochastic Optimization

7 March 2018

Papers citing "Sever: A Robust Meta-Algorithm for Stochastic Optimization"

33 / 33 papers shown

Title
Efficient Multivariate Robust Mean Estimation Under Mean-Shift Contamination Ilias Diakonikolas Giannis Iakovidis D. Kane Thanasis Pittas 145 0 0 20 Feb 2025
Optimal Rates for Robust Stochastic Convex Optimization Changyu Gao Andrew Lowy Xingyu Zhou Stephen J. Wright 105 0 0 15 Dec 2024
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging Rui Luo Jie Bao Zhixin Zhou Chuangyin Dang MedIm AAML 139 5 0 07 Nov 2024
Byzantine Fault-Tolerant Distributed Machine Learning Using Stochastic Gradient Descent (SGD) and Norm-Based Comparative Gradient Elimination (CGE) Nirupam Gupta Shuo Liu Nitin H. Vaidya FedML 49 11 0 11 Aug 2020
Backdoors in Neural Models of Source Code Goutham Ramakrishnan Aws Albarghouthi AAML SILM 105 56 0 11 Jun 2020
Stronger Data Poisoning Attacks Break Data Sanitization Defenses Pang Wei Koh Jacob Steinhardt Percy Liang 42 240 0 02 Nov 2018
Efficient Algorithms and Lower Bounds for Robust Linear Regression Ilias Diakonikolas Weihao Kong Alistair Stewart 58 161 0 31 May 2018
Robust Estimation via Robust Gradient Estimation Adarsh Prasad A. Suggala Sivaraman Balakrishnan Pradeep Ravikumar 50 221 0 19 Feb 2018
Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning Xinyun Chen Chang-rui Liu Yue Liu Kimberly Lu D. Song AAML SILM 80 1,822 0 15 Dec 2017
Outlier-robust moment-estimation via sum-of-squares Pravesh Kothari David Steurer 40 65 0 30 Nov 2017
Learning Discrete Distributions from Untrusted Batches Mingda Qiao Gregory Valiant FedML 51 34 0 22 Nov 2017
Better Agnostic Clustering Via Relaxed Tensor Norms Pravesh Kothari Jacob Steinhardt 41 60 0 20 Nov 2017
List-Decodable Robust Mean Estimation and Learning Mixtures of Spherical Gaussians Ilias Diakonikolas D. Kane Alistair Stewart 54 147 0 20 Nov 2017
The Consciousness Prior Yoshua Bengio DRL AI4CE 37 229 0 25 Sep 2017
Meta-QSAR: a large-scale application of meta-learning to drug design and discovery I. Olier Noureddin M. Sadawi G. R. Bickerton Joaquin Vanschoren C. Grosan Larisa B. Soldatova Ross King 28 76 0 12 Sep 2017
Learning Geometric Concepts with Nasty Noise Ilias Diakonikolas D. Kane Alistair Stewart AAML 52 86 0 05 Jul 2017
Certified Defenses for Data Poisoning Attacks Jacob Steinhardt Pang Wei Koh Percy Liang AAML 73 751 0 09 Jun 2017
Does robustness imply tractability? A lower bound for planted clique in the semi-random model Jacob Steinhardt 36 17 0 17 Apr 2017
Robustly Learning a Gaussian: Getting Optimal Error, Efficiently Ilias Diakonikolas Gautam Kamath D. Kane Jerry Li Ankur Moitra Alistair Stewart 44 135 0 12 Apr 2017
Resilience: A Criterion for Learning in the Presence of Arbitrary Outliers Jacob Steinhardt Moses Charikar Gregory Valiant 58 138 0 15 Mar 2017
Understanding Black-box Predictions via Influence Functions Pang Wei Koh Percy Liang TDI 139 2,854 0 14 Mar 2017
Being Robust (in High Dimensions) Can Be Practical Ilias Diakonikolas Gautam Kamath D. Kane Jerry Li Ankur Moitra Alistair Stewart 63 254 0 02 Mar 2017
Statistical Query Lower Bounds for Robust Estimation of High-dimensional Gaussians and Gaussian Mixtures Ilias Diakonikolas D. Kane Alistair Stewart 48 230 0 10 Nov 2016
Learning from Untrusted Data Moses Charikar Jacob Steinhardt Gregory Valiant FedML OOD 76 294 0 07 Nov 2016
Data Poisoning Attacks on Factorization-Based Collaborative Filtering Bo Li Yining Wang Aarti Singh Yevgeniy Vorobeychik AAML 58 342 0 29 Aug 2016
Robust Learning of Fixed-Structure Bayesian Networks Yu Cheng Ilias Diakonikolas D. Kane Alistair Stewart OOD 57 46 0 23 Jun 2016
Agnostic Estimation of Mean and Covariance Kevin A. Lai Anup B. Rao Santosh Vempala 59 344 0 24 Apr 2016
Robust Estimators in High Dimensions without the Computational Intractability Ilias Diakonikolas Gautam Kamath D. Kane Jingkai Li Ankur Moitra Alistair Stewart 64 511 0 21 Apr 2016
Robust Regression via Hard Thresholding Kush S. Bhatia Prateek Jain Purushottam Kar AAML OOD 45 156 0 08 Jun 2015
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 185 14,831 1 21 Dec 2013
Poisoning Attacks against Support Vector Machines Battista Biggio B. Nelson Pavel Laskov AAML 92 1,580 0 27 Jun 2012
Robust Lasso with missing and grossly corrupted observations Nam H. Nguyen T. Tran 94 156 0 02 Dec 2011
Exact recoverability from dense corrupted observations via $L_1$ minimization Nam H. Nguyen T. Tran 77 117 0 07 Feb 2011