研究成果

Mechanistic Diagnostics of Spatial Lexical Bias in Multimodal Large Language Model Spatial Reasoning

Chuang Ma, Qianying Liu, Tomoyuki Obuchi, Fei Cheng, Wang Yang, Sudong Cai, Shuyuan Zheng, Akiko Aizawa, Sadao Kurohashi

Conference on Empirical Methods in Natural Language Processing (EMNLP)

2026年10月

ShapleyLaw: A Game-Theoretic Approach to Multilingual Scaling Laws

Xuyang Cao, Qianying Liu, Chuan Xiao, Yusuke Oda, Jiayi Wang, Pontus Stenetorp, Daisuke Kawahara, Makoto Onizuka, Sadao Kurohashi, Shuyuan Zheng

Conference on Empirical Methods in Natural Language Processing (EMNLP)

2026年10月

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

2026年9月

DOI: 10.1038/s44387-026-00128-9

Toward Principled Flexible Scaling for Self-Gated Neural Activation

Sudong Cai, Shuyuan Zheng, Bingzhi Chen, Shuai Yuan, Chuan Xiao, Jianbin Qin, Bing WANG

International Conference on Learning Representations (ICLR)

2026年4月

Toward Principled Flexible Scaling for Self-Gated Neural Activation

Sudong Cai, Shuyuan Zheng, Bingzhi Chen, Shuai Yuan, Chuan Xiao, Jianbin Qin, Bing Wang

International Conference on Learning Representations (ICLR)

2026年4月

Language‑Bias‑Resilient Visual Question Answering via Adaptive Multi‑Margin Collaborative Debiasing

Huanjia Zhu, Shuyuan Zheng, Yishu Liu, Sudong Cai, Bingzhi Chen

Conference on Neural Information Processing Systems (NeurIPS)

2025年12月

Reinforcement Learning with Argument-Structured Reward for Court Decision Abstractive Summarization

Yuntao Kong, Ye Xiong, Shuyuan Zheng, Ken Satoh

International Conference on Legal Knowledge and Information Systems (JURIX)

2025年12月

DOI: 10.3233/FAIA251603

巻・号・ページ: pp. 312 - 317

Legal Fact Prediction: The Missing Piece in Legal Judgment Prediction

Junkai Liu, Yujie Tong, Hui Huang, Bowen Zheng, Yiran Hu, Peicheng Wu, Chuan Xiao, Makoto Onizuka, Muyun Yang, Shuyuan Zheng

Conference on Empirical Methods in Natural Language Processing (EMNLP)

2025年11月

DOI: 10.18653/v1/2025.emnlp-main.322

Tailoring the Soul of Generative AI: Simulating the Nuance of Human Values and Ethics

Xu Han, Zengqing Wu, Chuan Xiao, Shuyuan Zheng, Jing Yuan

Workshop on Information Technologies and Systems (WITS) 2024

2024年12月

Shall We Team Up: Exploring Spontaneous Cooperation of Competing LLM Agents

Zengqing Wu, Run Peng, Shuyuan Zheng, Qianying Liu, Xu Han, Brian Inhyuk Kwon, Makoto Onizuka, Shaojie Tang, Chuan Xiao

Conference on Empirical Methods in Natural Language Processing (EMNLP) 2024 Findings

2024年11月

Privacy-Enhanced Database Synthesis for Benchmark Publishing

Yunqing Ge, Jianbin Qin, Shuyuan Zheng, Yongrui Zhong, Bo Tang, Yu-Xuan Qiu, Rui Mao, Ye Yuan, Makoto Onizuka, Chuan Xiao

Proceedings of the VLDB Endowment (PVLDB)

2024

巻・号・ページ: Vol. 18(2) , pp. 413 -- 425

Using Differential Privacy to Define Personal, Anonymous, and Pseudonymous Data

Tao Huang, Shuyuan Zheng

IEEE Access

2023

巻・号・ページ: Vol. 11