Hi there, I'm Aman Kumar

About Me

Co-Founder & Lead AI Researcher @ Halo Mind Research Group I engineer highly robust, hardware-efficient predictive pipelines with a focus on Deep Learning, advanced sequence modeling, and mathematically sound uncertainty quantification. My primary objective is bridging the gap between theoretical deep learning and scalable, real-world deployment for high-stakes environments. Currently holding AI Research Internships at the ISI Kolkata and the Uni. of Salford, I oversee the end-to-end architecture of complex models. Whether I am building frameworks for space AI, medical vision or optimizing spatial-temporal architectures for real-time forecasting, I design systems built for absolute resilience and computational efficiency. All of my active research and production codebases are hosted under the Halo Mind Research Group. (See my pinned repositories below for a small view of my works).

Publications & Research Focus

Research implementation projects in: Medical Vision & Image Segmentation: Engineering geometric residual learning frameworks (DDL-Mamba) and Attention-Enhanced Swin Transformers for robust anomaly classification. NLP & Clinical Summarization: Leading neural extraction pipelines using BERTopic/SBERT, actively developing solutions for complex clinical case report summarization. Cyber-Physical Resilience: Designing intrinsic neural firewalls and anomaly rejection frameworks for high-dimensional, real-time spatial-temporal forecasting. Recent Acceptances: IEEE SPACE 2026, IEEE GCON 2026, IEEE CONECCT 2026.

Tech Stack & Tools

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Reach me at: [email protected]

Personal Portfolio: amankumar12s.github.io

Research Group Page: halomind-research.github.io