研究成果

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

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

ACL Findings

2026年7月

GRASPrune: Global Gating for Budgeted Structured Pruning of Large Language Models

Ziyang Wang, Jiangfeng Xiao, Chuan Xiao, Ruoxiang Li, Rui Mao, and Jianbin Qin

Annual Meeting of the Association for Computational Linguistics (ACL)

2026年7月

LLM-Based Social Simulations Require a Boundary

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

ICML 2026

2026年7月

Approximate Nearest Neighbor Search for Modern AI: A Projection-Augmented Graph Approach

Kejing Lu, Zhenpeng Pan, Jianbin Qin, Yoshiharu Ishikawa, and Chuan Xiao

ICML 2026

2026年7月

VPS: Rethinking OLTP Database Performance Evaluation through Transactional Value

Jianbin Qin, Yibin Lin, Wendi Hua, Rui Mao, Chuan Xiao

IEEE International Conference on Data Engineering (ICDE)

2026年5月

Probabilistic Kernel Function for Fast Angle Testing

Kejing Lu, Chuan Xiao, Yoshiharu Ishikawa

International Conference on Learning Representations (ICLR)

2026年4月

ELLMob: Event-Driven Human Mobility Generation with Self-Aligned LLM Framework

Yusong Wang, Chuang Yang, Jiawei Wang, Xiaohang Xu, Jiayi Xu, Dongyuan Li, Chuan Xiao, Renhe Jiang

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

Attentionスコアの分布類似性を用いた大規模言語モデルの動作異効率化および省メモリ化

谷口 令, 肖 川, 董 于洋, 小山田 昌史, 鬼塚 真

日本データベース学会和文論文誌

2026年3月

巻・号・ページ: Vol. 24-J , pp. No.7

AKV: Agile Read-Efficiently Key-Value OLTP Engine for Non-Volatile Memory

Shuai Liu, Jianbin Qin, Tianyu Wang, Yuxing Chen, Anqun Pan, Rui Mao, Yuxuan Qiu, Makoto Onizuka, Chuan Xiao

IEEE Transactions on Knowledge and Data Engineering (TKDE)

2026年2月

DOI: 10.1109/TKDE.2025.3632295

巻・号・ページ: Vol. 38 , No. 2 , pp. 857 - 871