Pramit Saha

PhD student, University of Oxford

Joined

November 2023

Names

Pramit Saha (Preferred)

Emails

****@eng.ox.ac.uk (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

PhD student

University of Oxford (ox.ac.uk)

2021 – 2026

MS student

University of British Columbia (ubc.ca)

2017 – 2021

Advisors, Relations & Conflicts

PhD Advisor

Alison Noble

2021 – Present

Expertise

Healthcare AI

Multi-agent collaboration

Vision-language reasoning model

Foundation Model

Present

Publications

FedAgentBench: Towards Automating Real-world Federated Medical Image Analysis with Server–Client LLM Agents
Pramit Saha, Joshua Strong, Divyanshu Mishra, Cheng Ouyang, Alison Noble
- Submitted to ICLR 2026
- Readers: Everyone
Identity-Free Deferral For Unseen Experts
Joshua Strong, Pramit Saha, Yasin Ibrahim, Cheng Ouyang, Alison Noble
- ICLR 2026 Poster
- Readers: Everyone
DIsoN: Decentralized Isolation Networks for Out-of-Distribution Detection in Medical Imaging
Felix Wagner, Pramit Saha, Harry Anthony, Alison Noble, Konstantinos Kamnitsas
- NeurIPS 2025 poster
- Readers: Everyone
Self-supervised Learning of Echocardiographic Video Representations via Online Cluster Distillation
Divyanshu Mishra, Mohammadreza Salehi, Pramit Saha, Olga Patey, Aris T Papageorghiou, Yuki M Asano, Alison Noble
- NeurIPS 2025 poster
- Readers: Everyone
The Promise of Analog Deep Learning: Recent Advances, Challenges and Opportunities
Aditya Datar, Pramit Saha
- CoRR 2024
- Readers: Everyone
Video-based Exercise Classification and Activated Muscle Group Prediction with Hybrid X3D-SlowFast Network
Manvik Pasula, Pramit Saha
- CoRR 2024
- Readers: Everyone
Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities
Felix Wagner, Wentian Xu, Pramit Saha, Ziyun Liang, Daniel Whitehouse, David K. Menon, Natalie Voets, J. Alison Noble, Konstantinos Kamnitsas
- CoRR 2024
- Readers: Everyone
Examining Modality Incongruity in Multimodal Federated Learning for Medical Vision and Language-based Disease Detection
Pramit Saha, Divyanshu Mishra, Felix Wagner, Konstantinos Kamnitsas, J. Alison Noble
- CoRR 2024
- Readers: Everyone
Forecasting Lithium-Ion Battery Longevity with Limited Data Availability: Benchmarking Different Machine Learning Algorithms
Hudson Hilal, Pramit Saha
- CoRR 2023
- Readers: Everyone
How Hard Is Squash? - Towards Information Theoretic Analysis of Motor Behavior in Squash
Kavya Anand, Pramit Saha
- CoRR 2023
- Readers: Everyone

View all 36 publications

Co-Authors

View all 41 co-authors