2 papers
cs.CR2026
Out of Sync, Out of Sight: Phantom State Attacks against IIoT Intrusion Detection
Sabrine Ennaji, Elhadj Benkhelifa, Nadia Kabachi
Machine learning-based intrusion detection systems (IDS) are critical for securing Industrial Internet of Things (IIoT) environments. Most adversarial research against them perturb…
cs.LG2025
PAC-Bayesian Reinforcement Learning Trains Generalizable Policies
Abdelkrim Zitouni, Mehdi Hennequin, Juba Agoun +3
We derive a novel PAC-Bayesian generalization bound for reinforcement learning that explicitly accounts for Markov dependencies in the data, through the chain's mixing time. This c…