Trustworthy machine learning for real-world systems.
I am a Staff Research Scientist at the Okinawa Institute of Science and Technology (OIST). My research focuses on trustworthy machine learning, anomaly detection, out-of-distribution detection, continual learning, and AI robustness. Before joining OIST, I led AI research initiatives at the Institute for Research in Fundamental Sciences (IPM) in Tehran, Iran, and worked as a Senior Researcher in Finland and France, including at the Center for Machine Vision and Signal Analysis (CMVS). My work bridges machine learning foundations and practical robustness for reliable, secure, and effective AI systems.
Research Interests
- Trustworthy machine learning
- Anomaly detection & out-of-distribution detection
- Continual and lifelong learning
- Robustness, safety, and reliability in AI
Selected Research Projects
-
Investigating the Trustworthiness of Deep Pre-trained and Self-Supervised Models
2024–2027 · 3.6 million yen · Grant-in-Aid for Early-Career Scientists -
Breaking Boundaries: Robust, Domain-General Anomaly Detection with Vision-Language Models
2026–2030 · 14 million yen · Grant-in-Aid for Scientific Research (B) (KAKENHI B) -
AI Safety and Security for Classical AI Models
Institute for Research in Fundamental Sciences (IPM)
Selected News
- Area Chair, NeurIPS 2026.
- Awarded JSPS KAKENHI (Scientific Research B), 2026–2030.
- Area Chair, BMVC 2026.
- Two papers accepted at NeurIPS 2025.
- Area Chair, ICLR 2026.
- Paper accepted at ICLR 2025 on adversarially robust anomaly detection.
- Paper accepted to TMLR on stealthy backdoor attacks via confidence-driven sampling.
- Paper accepted at NeurIPS 2024 on scanning trojaned models using out-of-distribution samples.
Academic Service to the Community
Area Chair
- ICLR 2025
- ICLR 2026
- CVPR 2026
- BMVC 2026
Reviewer / Program Committee
- ECCV, MIDL, CVPR, ICCV, MICCAI, ACCV, ICLR, AAAI, WACV, NeurIPS
- IEEE TPAMI, TNNLS, TMM, TCYB, TIP, and TIFS
- Pattern Recognition, Journal of Intelligent and Fuzzy Systems, Journal of Electronic Imaging, ICPR, CCECE, and Signal, Image and Video Processing
Organization
- Organization member, OIST ML Workshop
- Program Committee member, MLSS 2023 at OIST, Japan
- Organizer, IPM Advanced Summer School on Computing: ASOC 2021, ASOC 2022, and ASOC 2023
Do You Need a Recommendation Letter?
If you would like to request a recommendation letter from me, please review the required information and submission guidelines before contacting me.
Recommendation Letter Guidelines