Causality Is Key to Understand and Balance Multiple Goals in Trustworthy ML and Foundation Models
Ruta; Binkyte, Ivaxi; Sheth, Zhijing; Jin, Mohammad; Havaei, Bernhard; Schölkopf, Mario Fritz
2025
Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework
Ruta Binkyte
AAAI/ACM AIES, 2025, Oral Presentation, 2025
Justice in Judgment: Unveiling (Hidden) Bias in LLM-assisted Peer Reviews
Sai Suresh Marchala Vasu, Ivaxi Sheth, Hui-Po Wang, Ruta Binkyte, Mario Fritz
arXiv preprint arXiv:2509.13400, 2025
Safety is Essential for Responsible Open-Ended Systems
Ivaxi; Sheth, Jan; Wehner, Sahar; Abdelnabi, Ruta; Binkyte, Mario Fritz
2025