activity
20202026
most citedFeature compression is the root cause of adversarial fragility in neural network classifiers

2 citations · 2 across the 5 of their papers we have counts for

collaborators
Showing 2025Show all

2 papers · 1 filter

cs.LG2025

Learn to Change the World: Multi-level Reinforcement Learning with Model-Changing Actions

Ziqing Lu, Babak Hassibi, Lifeng Lai +1

Reinforcement learning usually assumes a given or sometimes even fixed environment in which an agent seeks an optimal policy to maximize its long-term discounted reward. In contras…

cs.LG2025

Provably Invincible Adversarial Attacks on Reinforcement Learning Systems: A Rate-Distortion Information-Theoretic Approach

Ziqing Lu, Lifeng Lai, Weiyu Xu

Reinforcement learning (RL) for the Markov Decision Process (MDP) has emerged in many security-related applications, such as autonomous driving, financial decisions, and drone/robo…