RESIST: Resilient Decentralized Learning Using Consensus Gradient Descent
Authors: Cheng Fang, Rishabh Dixit, Waheed U. Bajwa, Mert Gurbuzbalaban | Published: 2025-02-11
Convergence Analysis
LLM Safety Alignment is Divergence Estimation in Disguise
Authors: Rajdeep Haldar, Ziyi Wang, Qifan Song, Guang Lin, Yue Xing | Published: 2025-02-02
Byzantine-Resilient Zero-Order Optimization for Communication-Efficient Heterogeneous Federated Learning
Authors: Maximilian Egger, Mayank Bakshi, Rawad Bitar | Published: 2025-01-31
Heterogeneous Multi-Player Multi-Armed Bandits Robust To Adversarial Attacks
Authors: Akshayaa Magesh, Venugopal V. Veeravalli | Published: 2025-01-21
Efficient Phishing URL Detection Using Graph-based Machine Learning and Loopy Belief Propagation
Authors: Wenye Guo, Qun Wang, Hao Yue, Haijian Sun, Rose Qingyang Hu | Published: 2025-01-12
A General Recipe for Contractive Graph Neural Networks — Technical Report
Authors: Maya Bechler-Speicher, Moshe Eliasof | Published: 2024-11-04
On the Geometry of Regularization in Adversarial Training: High-Dimensional Asymptotics and Generalization Bounds
Authors: Matteo Vilucchio, Nikolaos Tsilivis, Bruno Loureiro, Julia Kempe | Published: 2024-10-21
Feature Averaging: An Implicit Bias of Gradient Descent Leading to Non-Robustness in Neural Networks
Authors: Binghui Li, Zhixuan Pan, Kaifeng Lyu, Jian Li | Published: 2024-10-14
How to beat a Bayesian adversary
Authors: Zihan Ding, Kexin Jin, Jonas Latz, Chenguang Liu | Published: 2024-07-11
FullCert: Deterministic End-to-End Certification for Training and Inference of Neural Networks
Authors: Tobias Lorenz, Marta Kwiatkowska, Mario Fritz | Published: 2024-06-17 | Updated: 2024-09-11