Panuku Sairam

I am a doctoral researcher in Computer Science and Engineering at the National Institute of Technology Warangal, India, working at the intersection of Natural Language Processing, semantic representation learning, Large Language Models, and quantum/quantum-inspired machine learning. My research focuses on understanding whether linguistic meaning can be represented as an evolving contextual state rather than only as a static embedding. I am currently developing CQSE-X (Contextual Semantic State Modeling), a research framework investigating ambiguity, contextual compatibility, semantic composition, uncertainty, and semantic evolution, with connections to predictive representation learning and JEPA-style objectives. My broader interests include structured representations, predictive modeling, quantum NLP, uncertainty, and scientific AI.

Ph.D. in Computer Science and Engineering (ongoing), National Institute of Technology Warangal; B.Tech. in Computer Science and Engineering (AI & ML), Aditya Institute of Technology and Management, CGPA 8.3/10