Anshul Singh

I am a Research Associate at the IACV Lab, IISc Bangalore, advised by Prof. Soma Biswas. My research centers on Large Language Models, with a particular focus on multimodal systems, visual reasoning, and document understanding. My work explores how to enhance the reasoning capabilities of language and vision models. Specifically, I have worked on:

• Adversarial Robustness and Safety of Multimodal LLMs and Diffusion Models
• Multimodal Analysis of open source information using LLM-guided Active Learning
• Multimodal reasoning for multi-tabular data using Vision-Language Models
• Multilingual alignment for low-resource Indic languages
• Vision Transformers and Signal analysis for fault detection and vocal pattern recognition

Previously, I was a research intern at the LT Research Group, University of Hamburg, with Prof. Chris Biemann and Jan Strich, and a MITACS Globalink Research Intern at Dalhousie University. I completed my Bachelor of Engineering in Information Technology at Panjab University. During my undergraduate studies, I also worked as a machine learning research intern at IIT Roorkee and served as the ML/AI Lead at Google Developer Student Clubs.

Research Interests: Multimodal and Multilingual Reasoning | Vision-Language Models | Interpretability of LLMs | Information Retrieval

Hobbies: Outside of research, I enjoy traveling, reading, writing blogs, minimalist living, and tinkering with small experiments. I'm always happy to connect for a discussion or collaboration!

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