About
I am an ELLIS Ph.D. student specializing in trustworthy and responsible generative AI, co-advised by Dr. Anjan Dutta (University of Surrey), Prof. Serge Belongie (University of Copenhagen), and Dr. Muhammad Awais (University of Surrey). I am affiliated with the Surrey Institute for People-Centred AI, Centre for Vision, Speech and Signal Processing (CVSSP), and the Pioneer Centre for Artificial Intelligence in Copenhagen. Before my Ph.D., I worked as a researcher (2019–2022) at Tata Research and Innovation Labs under Dr. Shirish Subhash Karande.
My research addresses trustworthiness and equity in generative AI, with a focus on diffusion model interpretability, fairness, and bias mitigation in text-to-image generation. My long-term vision is to build interpretability tools that give us a deeper understanding of what AI systems learn, and use that understanding as a lever to systematically improve fairness, reliability, and safety across a wide range of applications.
Always happy to chat about research or explore collaborations. Feel free to reach out!
Publications & Patents
‡ Equal contribution.
RAIGen: Rare Attribute Identification in Text-to-Image Generative Models
Earlier version presented as MADGen at UPLB Workshop, EurIPS 2025.
RespoDiff: Dual-Module Bottleneck Transformation for Responsible & Faithful T2I Generation
Earlier version presented as Concept Denoising Score Matching at SafeGenAI Workshop, NeurIPS 2024.
DeNetDM: Debiasing by Network Depth Modulation
Self-Supervised Enhancement of Latent Discovery in GANs
Understanding Advertisements with BERT
Disentanglement based Active Learning
Method and system for visio-linguistic understanding using contextual language model reasoners
Awards & Honours
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2026
120,000 GPU Hours — Isambard-AI AIRR
Awarded compute time on the UK national HPC (Isambard-AI AIRR) to scale trustworthiness experiments in text-to-image generation (project: TrustDiff).
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2023
ELLIS PhD Student
Selected for the European Laboratory for Learning and Intelligent Systems PhD program — one of Europe's most competitive AI PhD programs (~5% acceptance rate).
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2019
Department of Space Fellowship
Awarded by the Department of Space, India for M.Tech at IIST.
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2018
Finalist, Microsoft AI Challenge
Selected as a finalist in the Microsoft AI Challenge.
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2017
GATE — Top 1.4%
Ranked 1,349 out of 96,878 candidates (98.6th percentile) in the All India Graduate Aptitude Test in Engineering.
Updates
| Jul 2026 | Heading to Seoul for ICML 2026 to present RAIGen, then straight to Lisbon for the ELLIS PhD Symposium. A busy summer ahead! |
| Feb 2026 | Wrapped up a wonderful six months in Copenhagen and headed back to Surrey. |
| Jan 2026 | Gave an invited talk on Responsible Text-to-Image Diffusion Models at DTU Compute — my first invited talk! |
| Dec 2025 | Got to present our work at EurIPS in Copenhagen. |
| Aug 2025 | Had a fantastic time at the ELLIS PhD Symposium in Warsaw — great talks, great people and good food. Thanks to the ELSA Mobility Grant for funding this trip! |
| Aug 2025 | Kicked off my ELLIS research visit at Pioneer Centre for AI, University of Copenhagen. So excited for this! |
| Jun 2023 | Officially started my PhD at the University of Surrey. A new chapter begins! |
| Dec 2020 | Attended NeurIPS 2020 — my very first in-person conference. Still one of my favourite memories. |
| Jun 2019 | Joined TCS Research as a Deep Learning researcher. |
Academic Service
Conference reviewing — ICLR (2024–2026), NeurIPS (2023–2026), CVPR (2024–2025), ICML (2024), ICCV (2025)
Workshop reviewing — WiCV CVPR 2023, SafeGenAI NeurIPS 2024
Teaching — Teaching Assistant, Applied Machine Learning, University of Surrey (2023, 2024); Mentor, M.Tech course projects on diffusion models, University of Surrey (~50 students)
Supervision — Co-supervisor, MSc Dissertation on controllable image editing using diffusion models, University of Surrey (2024–2025); Co-supervisor, MSc Dissertation on building robust classifiers using generative models, IIST (2022–2023)
Invited Talks
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2026
Towards Responsible Text-to-Image Diffusion Models
DTU Compute, Technical University of Denmark, Copenhagen, Denmark.
Vita
Full resume available as a PDF.
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Jun 2023 – present
University of Surrey
Ph.D. Student, People-Centred Artificial Intelligence
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Jul 2019 – Apr 2022
TCS Research
Researcher, Deep Learning & AI
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Jul 2017 – Jun 2019
Indian Institute of Space Science and Technology
M.Tech., Machine Learning and Computing
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Aug 2012 – May 2016
Government Engineering College, Sreekrishnapuram
B.Tech., Computer Science and Engineering