Research Achievements

Seven security challenges in cross-domain multi-agent LLM systems

Ronny Ko, Jiseong Chung, Shuyuan Zheng, Chuan Xiao, Tae-Wan Kim, Makoto Onizuka, Won-Yong Shin

npj Artificial Intelligence

9, 2026

DOI: 10.1038/s44387-026-00128-9

Adaptive Layer Selection for Layer-Wise Token Pruning in LLM Inference

Rei Taniguchi, Yuyang Dong, Makoto Onizuka, and Chuan Xiao

ACL Findings

7, 2026

LLM-Based Social Simulations Require a Boundary

Zengqing Wu, Run Peng, Takayuki Ito, Makoto Onizuka, and Chuan Xiao

ICML 2026

7, 2026