Siladittya Manna
Research Associate
Bengaluru, Karnataka, India
Summary
👤
Senior🎓
Top SchoolSiladittya Manna is a Research Associate with nine years of experience advancing self-supervised and federated learning methods, particularly for medical image analysis and signature verification. Currently at IISc Bengaluru, he focuses on federated learning for vision-language models, gradient inversion attacks, and source-free domain adaptation, building on prior work improving aggregation and representation learning in cross-device settings. His PhD from ISI Kolkata underpins a rigorous approach to SSL, and he has held research roles at HKBU and ISI where he explored incremental learning and interest-point feature clustering. Beyond core ML, he is interested in meta-learning, LLMs/VLMs, and the vulnerability surface of PEFT frameworks—an emerging practical concern he investigates. Colleagues describe him as researcher-engineer hybrid who translates theoretical insights into applied defenses and adaptation strategies for real-world medical and vision tasks.
9 years of coding experience
1 year of employment as a software developer
Dual Degree(B.Tech-M.Tech) Electronics and Telecommunications Engineering (B.Tech) + Microelectronics and VLSI (M.Tech), Dual Degree(B.Tech-M.Tech) Electronics and Telecommunications Engineering (B.Tech) + Microelectronics and VLSI (M.Tech) at Indian Institute of Engineering Science and Technology (IIEST), Shibpur10+2 Science, 10+2 Science at Chandernagore Sri Aurobindo VidyamandirDoctor of Philosophy - PhD Computer Science, Doctor of Philosophy - PhD Computer Science at Indian Statistical Institute, Kolkata
English, Hindi, Bengali
Stackoverflow
1,166reputation
153kreached
19answers
50questions
Github Skills (100)
python10
semi-supervised-learning10
representations10
mnist-dataset10
deep-learning10
gpu10
gpu-acceleration10
representation-learning10
numpy10
ml10
self-supervised-learning10
face-recognition10
neural-network10
object-detection10
computer-vision10
Programming languages (6)
Github contributions (5)
sadimanna/compression
Mar 2018 - Apr 2018
Contributions:49 commits, 48 pushes, 1 branch in 1 month
sadimanna/open_set_deep_net
Jul 2018 - Sep 2020
Contributions:13 commits, 12 pushes, 1 branch in 2 years 2 months
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