Sudarshan Regmi

I am an independent researcher based in Nepal. My research interests revolve around trustworthy machine learning. I obtained my Bachelor degree in 2022 from Department of Electronics and Computer Engineering at Pulchowk Campus, Tribhuvan University.

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True wisdom is recognizing what you know,
and
acknowledging what you don't.

Research

I'm interested in developing solutions that enhance the reliability and safety of deep learning models for real-world deployment. In general, I am motivated by the application of deep learning in safety critical applications such as healthcare. Recently, I have developed a keen interest in the safety and alignment aspects of foundation models.

Going Beyond Conventional OOD Detection
Sudarshan Regmi
arXiv preprint arXiv:2411.10794, 2024
PDF | Code

AdaSCALE: Adaptive Scaling for OOD Detection
Sudarshan Regmi
arXiv preprint arXiv:2503.08023, 2025
PDF | Code

ReweightOOD: Loss Reweighting for Distance-based OOD Detection
Sudarshan Regmi, Bibek Panthi, Yifei Ming, Prashnna K Gyawali, Danail Stoyanov, Binod Bhattarai
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2024
PDF | Code

T2FNorm: Train-time Feature Normalization for OOD Detection in Image Classification
Sudarshan Regmi, Bibek Panthi, Sakar Dotel, Prashnna K Gyawali, Danail Stoyanov, Binod Bhattarai
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2024
PDF | Code

For complete list of publications, visit Google Scholar

Academic Services

Conference reviewer: CVPR, MICCAI, ICCV

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Miscellaneous

Outside of research, I like watching/playing cricket and hiking. I also frequently enjoy revisiting Tolkien's Middle-earth. I enjoy comedy shows like South Park and Family Guy. After all, what is life without a touch of humor? 😉

Lucky welcomes you!