Robust Linear Regression: Phase-Transitions and Precise Tradeoffs for General Norms

Authors: Elvis Dohmatob, Meyer Scetbon | Published: 2023-08-01

Compressed Private Aggregation for Scalable and Robust Federated Learning over Massive Networks

Authors: Natalie Lang, Nir Shlezinger, Rafael G. L. D'Oliveira, Salim El Rouayheb | Published: 2023-08-01

Doubly Robust Instance-Reweighted Adversarial Training

Authors: Daouda Sow, Sen Lin, Zhangyang Wang, Yingbin Liang | Published: 2023-08-01

A Novel Deep Learning based Model to Defend Network Intrusion Detection System against Adversarial Attacks

Authors: Khushnaseeb Roshan, Aasim Zafar, Shiekh Burhan Ul Haque | Published: 2023-07-31

Backdooring Instruction-Tuned Large Language Models with Virtual Prompt Injection

Authors: Jun Yan, Vikas Yadav, Shiyang Li, Lichang Chen, Zheng Tang, Hai Wang, Vijay Srinivasan, Xiang Ren, Hongxia Jin | Published: 2023-07-31 | Updated: 2024-04-03

Confidential Computing across Edge-to-Cloud for Machine Learning: A Survey Study

Authors: SM Zobaed, Mohsen Amini Salehi | Published: 2023-07-31

Theoretically Principled Trade-off for Stateful Defenses against Query-Based Black-Box Attacks

Authors: Ashish Hooda, Neal Mangaokar, Ryan Feng, Kassem Fawaz, Somesh Jha, Atul Prakash | Published: 2023-07-30

On Neural Network approximation of ideal adversarial attack and convergence of adversarial training

Authors: Rajdeep Haldar, Qifan Song | Published: 2023-07-30

Adversarial training for tabular data with attack propagation

Authors: Tiago Leon Melo, João Bravo, Marco O. P. Sampaio, Paolo Romano, Hugo Ferreira, João Tiago Ascensão, Pedro Bizarro | Published: 2023-07-28

Robust Distortion-free Watermarks for Language Models

Authors: Rohith Kuditipudi, John Thickstun, Tatsunori Hashimoto, Percy Liang | Published: 2023-07-28 | Updated: 2024-06-06