I am a Senior AI Research Scientist at
Intel AI (erst. Intel Labs, USA),
where I currently lead and contribute to various projects spanning Large Language
Models (LLMs), Continual Learning, Out-of-Distribution (OOD) detection, Human-in-the-Loop (HITL) Learning, Retrieval-Augmented Generation (RAG),
LLM Domain-Adaptation and Post-training, LLM Safety and Agentic AI. My research primarily focuses on
developing models, intelligent systems and agents that can recognize the unknown, learn and adapt
continuously after deployment, and act safely and responsibly in the open-world. Broadly, my research
interests lie at the intersection of - Natural Language Processing (NLP), Deep Learning, Lifelong and
Continual Learning, Open-World AI / Learning, Conversational AI / Human-AI Interaction, and Trustworthy and Safe AI .
Prior to joining Intel, I earned my PhD in Computer Science at the
University of Illinois at Chicago (UIC), USA under the supervision of
Prof. Bing Liu, where I began working on Continual Learning
for Dialogue and Interactive Systems and was among the early contributors to research this topic, focusing on
developing chatbots capable of continuously acquiring factual knowledge, reason over newly learned information,
and adapting through post-deployment interactions.
Along with my PhD advisor, I also co-authored -
Lifelong and
Continual Learning Dialogue Systems (Springer Nature, 2024), the first-ever book on this topic. I have authored
30+ research publications, filed 3 patents (including one granted) and delivered tutorials at leading
AI, NLP, and dialogue conferences and have been serving as an Area Chair for ACL Rolling Review (ARR) and as a PC Member / Reviewer
of various premier AI / ML / NLP conferences and journals. During my PhD, I also worked as a Summer Research Intern at
Microsoft Research - Redmond on building natural language interface for Web and UI navigation and at
Futurewei Technologies (aka Huawei Research USA) on
Multi-task Lifelong Learning on Personal Device for Improving User Experience. I also received the prestigious Peter
and Deborah Wexler Graduate Student Award during my PhD at UIC.
Before joining UIC, I received my Masters in Computer Science from Indian Institute of
Technology (IIT) - Roorkee, India under the supervision of
Dr. Dhaval Patel (presently, at IBM TJ Watson Research Lab, NY) and Bachelor in Computer Science from
Indian Institute of Engineering Science and Technology (IIEST)
- Shibpur, India. After my Masters and before joining PhD, I also worked as a Junior Research Fellow at
IIT Roorkee, contributing to research projects on news data analytics and location-aware review mining.