3 papers
cs.DL2026
Reviewer Scores Are Not Comparable Across Research Areas in ML Peer Review
Binyan Xu, Xilin Dai, Fan Yang +1
Peer review at ML conferences increasingly relies on reviewer scores as the primary decision instrument. As submissions have scaled from thousands to tens of thousands per year, no…
cs.CR2026
Beyond Nodes vs. Edges: A Multi-View Fusion Framework for Provenance-Based Intrusion Detection
Fan Yang, Binyan Xu, Di Tang +1
Provenance-based intrusion detection has emerged as a promising approach for analyzing complex attack behaviors through system-level provenance graphs. However, existing defense me…
cs.AI2026
Persona Non Grata: Single-Method Safety Evaluation Is Incomplete for Persona-Imbued LLMs
Wenkai Li, Fan Yang, Shaunak A. Mehta +1
Personality imbuing customizes LLM behavior, but safety evaluations almost always study prompt-based personas alone. We show this is incomplete: prompting and activation steering e…