3 papers
cs.CR2026
A Survey for Deep Reinforcement Learning Based Network Intrusion Detection
Wanrong Yang, Alberto Acuto, Yihang Zhou +1
Cyber-attacks are becoming increasingly sophisticated and frequent, highlighting the importance of network intrusion detection systems. This paper explores the potential and challe…
cs.MA2026
Fault Tolerant Multi-Agent Learning with Adversarial Budget Constraints
David Mguni, Yaqi Sun, Haojun Chen +4
We study robustness to agent malfunctions in cooperative multi-agent reinforcement learning (MARL), a failure mode that is critical in practice yet underexplored in existing theory…
cs.LG2025
Learning Multi-Timescale Interventions under Safety and Resource Constraints
David H. Mguni, David Mguni, Jing Dong +6
Many sequential decision problems offer qualitatively different ways of influencing the environment: some interventions act immediately, whereas others induce persistent effects th…