Publications

Papers presented at conferences and journals in Japan and worldwide, authored by PFN researchers, interns, and part-time engineer students, including results of joint research.

Scientific Reports

Development of an AI-based Magnetic Resonance Imaging Reading Support Program (AMP) for Deep Endometriosis Diagnosis

Bioinformatics / Healthcare Computer Vision

By : Rie Shiokawa, Junichiro Iwasawa, Yumiko Oishi Tanaka, Yuta Tokuoka, Yohei Sugawara, Yuichiro Hirano, Ryo Takaji, Yayoi Hayakawa, Keita Oda, Yasunori Kudo, Miho Li, Kazue Mizuno, Kazuhisa Ozeki, Ayako Nishimoto-Kakiuch, Kimio Terao

NeurIPS2025 AI4Mat

Efficient Universal Potential Distillation with Pre-trained Students in LightPFP

Chemoinformatics / Materials Science

By : Wenwen Li, Nontawat Charoenphakdee, Yong-Bin Zhuang, Yuta Tsuboi, Ryuhei Okuno, So Takamoto

NeurIPS2025 ML4PS

P-DRUM: Post-hoc Descriptor-based Residual Uncertainty Modeling for Machine Learning Potentials

Chemoinformatics / Materials Science

By : Shih-Peng Huang, Nontawat Charoenphakdee, Yuta Tsuboi, Yong-Bin Zhuang, Wenwen Li

The Second Workshop on GenAI for Health @ NeurIPS2025

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

Bioinformatics / Healthcare

By : Wataru Kawakami, Keita Suzuki, Junichiro Iwasawa

Lung Cancer

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

COLM2025

Efficient Construction of Model Family through Progressive Training Using Model Expansion

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