2 papers
cs.LG2026
Generative AI and Digital Ecosystem Resilience: A Proactive Lifecycle-Based Survey
Jonghyun Chung, Rishabh Chaddha, Sanket Badhe +3
The proliferation of adversarial synthetic content, accelerated by Generative AI (GenAI) is rendering traditional reactive detection methods ineffective. This survey synthesizes em…
cs.CL2026
Permutation-Consensus Listwise Judging for Robust Factuality Evaluation
Tianyi Huang, Nathan Huang, Justin Tang +2
Large language models (LLMs) are now widely used as judges, yet their decisions can change under presentation choices that should be irrelevant. We study one such source of instabi…