3 papers
cs.CR2026
CONTRA: Red-Teaming Configurations of Personalizable Agents
Jonathan Nöther, Adish Singla, Goran Radanovic
Recent tools such as OpenClaw have extended the capabilities of LLM-based agents from simple dialog-based systems to fully autonomous agents. These systems allow personalization of…
cs.LG2026
MaMa: A Game-Theoretic Approach for Designing Safe Agentic Systems
Jonathan Nöther, Adish Singla, Goran Radanovic
LLM-based multi-agent systems have demonstrated impressive capabilities, but they also introduce significant safety risks when individual agents fail or behave adversarially. In th…
cs.LG2025
Benchmarking the Robustness of Agentic Systems to Adversarially-Induced Harms
Jonathan Nöther, Adish Singla, Goran Radanovic
Ensuring the safe use of agentic systems requires a thorough understanding of the range of malicious behaviors these systems may exhibit. In this paper, we evaluate the robustness…