Research paper proposing an activation-weighted fitting method that reduces perplexity degradation by 5-7x vs plain SVD across GPT-2, Gemma-3, and Qwen2.5.
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Resume Timeline
Full resumeB.Tech in Computer Science (AI-IBM)
Coursework: machine learning, NLP, time series, statistics, and full-stack development
Club Member, Abhyudaya Coding Club
Built AI timetable-generation work and ran Python, NumPy, Pandas, and Scikit-learn workshops
Independent AI Project Work
Velora transformer training, AI fitness coaching, multi-agent workflows, YOLO face recognition, and simulation systems
Introduction to Machine Learning
NPTEL Online Certification, IIT Kharagpur
Activation-Weighted Low-Rank Compression Research
Published research on transformer weight compression achieving 5-7x improvement over SVD baseline
Hackwave 2.0
36-hour hackathon focused on rapid prototyping, teamwork, and product problem-solving
Writing & Research
View allActivation-Weighted Low-Rank Compression of Transformer Weights
Activation-weighted closed-form low-rank fitting defeats plain SVD by 5-7x in perplexity delta across GPT-2, Gemma-3, and Qwen2.5.
Three-Stage Hybrid Search with Entity Routing
How to combine centroid search, parallel per-group HNSW queries, and entity routing into a recall-safe hybrid search pipeline.
Sleep Mode: Agentic Memory Consolidation
Designing a consolidation pass that merges similar concept groups using both vector similarity and LLM-based contradiction analysis.