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navyajain7105/README.md

Hello! I'm Navya

Typing SVG

🧠 About Me

name: Navya Jain role: LLM & Agentic AI Engineer education: B.Tech CSE @ LNMIIT (2023 - 2027) currently_working_on:

  • Graph coarsening research for fake news detection (UPFD dataset)
  • LLM Engineer Internship @ Quiddity Software Solutions leadership: IEEE WIE Chairperson @ LNMIIT focus: "the gap between 'the model works in a demo' and 'the model works reliably'"

🔬 Research Spotlight

Graph Coarsening for Fake News Detection Working on UPFD with PyTorch Geometric — comparing spectral coarsening methods (Variation, Algebraic Distance, Kron Reduction) against GCN / GraphSAGE / GAT. Studied "Graph Coarsening with Neural Networks" (GOREN, ICLR 2021) in depth and implemented the GK algorithm (2025) as a base. Building toward a fully learnable, task-adaptive coarsening method — aiming to publish on Cora.

📄 Paper Accepted — ICIVC 2026 A heterogeneous CNN + Vision Transformer ensemble for food image recognition.

🏆 Highlights

  • IEEE WIE Chairperson, LNMIIT
  • 500+ problems solved (C++)

🚀 What I Build

🤖 Agentic AI / LLM

  • Krish-AI — multilingual crop-disease diagnosis agent
  • ArtisanGully — LLM platform for local artisans
  • AI Resume Analyzer — RAG (FAISS + LangChain)

⚙️ Applied ML

  • AutoEIT — automated Spanish exam scoring
  • Graph coarsening pipeline (PyTorch Geometric)
  • CNN + ViT ensemble (ICIVC 2026 paper)

📊 GitHub Stats

stats top langs

📈 Contribution Graph

activity graph

💭 Dev Quote

Dev quote

⭐️ From navyajain7105

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