2 papers
cs.MA2026
Smarter Saboteurs, Better Fixers: Scaling & Security in Linear Multi-Agent Workflows
Timothy McAllister, Sina Abdidizaji, Ivan Garibay +1
As LLM-based multi-agent systems (MAS) are deployed in the wild, the resilience of their collaboration structures against adversarial compromise becomes a critical safety concern.…
cs.LG2024
Fair Bilevel Neural Network (FairBiNN): On Balancing fairness and accuracy via Stackelberg Equilibrium
Mehdi Yazdani-Jahromi, Ali Khodabandeh Yalabadi, AmirArsalan Rajabi +3
The persistent challenge of bias in machine learning models necessitates robust solutions to ensure parity and equal treatment across diverse groups, particularly in classification…