Publications

Stabilizing Reasoning in Medical LLMs with Continued Pretraining and Reasoning Preference Optimization

The Second Workshop on GenAI for Health @ NeurIPS2025

Bioinformatics / Healthcare

By : Wataru Kawakami, Keita Suzuki, Junichiro Iwasawa,

Machine Learning-based Exceptional Response Prediction of Nivolumab Monotherapy with Circulating MicroRNAs in Non-Small Cell Lung Cancer

Lung Cancer

Bioinformatics / Healthcare

By : Yifan Zhang, Yasushi Goto, Shigehiro Yagishita, Yuki Shinno, Kazue Mizuno, Naoaki Watanabe, Yusuke Yamamoto, Nobuyuki Ota, Takahiro Ochiya, Yu Fujita,

Efficient Construction of Model Family through Progressive Training Using Model Expansion

COLM2025

Foundation model / LLM

By : Kazuki Yano, Sho Takase, Sosuke Kobayashi, Shun Kiyono, Jun Suzuki

Spike No More: Stabilizing the Pre-training of Large Language Models

COLM2025

Foundation model / LLM

By : Sho Takase, Shun Kiyono, Sosuke Kobayashi, Jun Suzuki

When Does Metadata Conditioning (NOT) Work for Language Model Pre-Training? A Study with Context-Free Grammars

COLM2025

Foundation model / LLM

By : Rei Higuchi, Ryotaro Kawata, Naoki Nishikawa, Kazusato Oko, Shoichiro Yamaguchi, Sosuke Kobayashi, Seiya Tokui, Kohei Hayashi, Daisuke Okanohara, Taiji Suzuki

Flow matching achieves almost minimax optimal convergence

ICLR2025

Machine Learning / Deep Learning

By : Kenji Fukumizu, Taiji Suzuki, Noboru Isobe, Kazusato Oko, Masanori Koyama

Deep Bayesian Filter for Bayes-Faithful Data Assimilation

ICML2025

Machine Learning / Deep Learning

By : Yuta Tarumi, Keisuke Fukuda, Shin-ichi Maeda

User-Guided Correction of Reconstruction Errors in Structure-from-Motion

IUI2025

Human Computer Interaction (HCI)/ Human Robot Interaction (HRI)

By : Sotaro Kanazawa, Jinyao Zhou, Yuta Kikuchi, Sosuke Kobayashi, Chunyu Li, Fabrice Matulic, Takeo Igarashi, Keita Higuchi

Frequency-Calibrated Membership Inference Attacks on Medical Image Diffusion Models

5th Deep Generative Models Workshop @ MICCAI 2025

By : Xinkai Zhao, Yuta Tokuoka, Junichiro Iwasawa, Keita Oda,

HiMoR: Monocular Deformable Gaussian Reconstruction with Hierarchical Motion Representation #3

CVPR2025

Computer Vision

By : Yiming Liang, Tianhan Xu, Yuta Kikuchi

Anatomical 3D Style Transfer Enabling Efficient Federated Learning with Extremely Low Communication Costs

NeurIPS2024 AIM-FM workshop

Bioinformatics / Healthcare

By : Yuto Shibata, Yasunori Kudo, Yohei Sugawara

GenerRNA: A generative pre-trained language model for de novo RNA design

PLoS ONE 19

Bioinformatics / Healthcare

By : Yichong Zhao, Kenta Oono, Hiroki Takizawa, KoteraMasaaki