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Swapnanil Mukherjee

Ashoka University

About Me

I am a final year undergraduate student at Ashoka University. My research interests lie in multimodal AI, problems at the intersection of vision and language, commonsense abilities in foundation models, and reasoning.

I am currently an intern at the Precog Lab at IIIT Hyderabad where I am exploring representational alignment between modalities and its implication on downstream tasks in collaboration with Microsoft Research India. I am also pursuing my undergraduate thesis on neurosymbolic methods for verifiable and grounded Visual Question Answering (VQA), under the supervision of Prof. Debayan Gupta (Ashoka University) and Prof. Somak Aditya (IIT Kharagpur). For more details, check out my CV, or look at my research.

Aside from work, there aren't many things that I do (which I am slowly trying to change). But sometimes, when I do find the motivation, I enjoy obsessing over frames. You can find some of them here. I am quite into Marvel (and other comic universes), have an alarming number of Spotify minutes, and I try to swim sometimes. Please reach out to me if you find any of these interesting, or just want to have a chat!

[NOTE] I am also actively looking for PhD positions starting Fall 2026 in the aforementioned research areas. If there are any openings and I might be a good fit for your group, do let me know!

Recent Publications

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NLKI: A lightweight Natural Language Knowledge Integration Framework for Improving Small VLMs in Commonsense VQA Tasks

Aritra Dutta, Swapnanil Mukherjee, Deepanway Ghoshal, Somak Aditya

EMNLP 2025 Findings

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Next-Gen Profiling of Tumor-resident Stem Cells using Machine Learning

Debojyoti Chowdhury, Bhavesh Neekhra, Shreyansh Priyadarshi, Swapnanil Mukherjee, Debashruti Maity, Debayan Gupta, Shubhasis Haldar

bioaRxiv (preprint)

Recent News

August 2025 The preprint and code for our paper NLKI has been released.
August 2025 Our paper, NLKI, is accepted to the Findings of EMNLP!
June 2025 I will be in Hyderabad till August, interning at the Precog Lab at IIIT-Hyderabad!