biotech Som Subhro Nath

Som Subhro
Nath

Undergraduate researcher interested in AI reliability, human–AI interaction, and the architecture of intelligent systems.

school B.Sc. Computer Science
psychology AI Researcher
mail nathsomsubhro7@gmail.com
Som Subhro Nath
Inquiry

Research Interests

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AI Reliability

Focusing on robust machine learning frameworks and error detection in neural architectures to ensure safe deployment.

groups

Human-AI Interaction

Investigating how collaborative interfaces can augment human decision-making without compromising user agency.

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Intelligent Systems

Designing autonomous agents that can adapt to dynamic environments using IoT sensory data and edge computing.

Archives

Selected Publications

Accepted by Springer Nature

Simulated Souls: Investigating the Emotional Fallacy in Large Language Models

Journal: AI & Ethics

Under Review

Counterfactual Divergence Singularity: A Theoretical Model of High-Similarity Instability and Micro-counterfactual Drift in Large Language Models

Journal: Cognitive Systems Research

Preprint (IEEE TechRxiv)

Cognitive-Physiological Digital Twins: An AI Framework for Integrating Mental Health and Clinical Medicine

Preprint (SSRN)

Mirrors that Mutate: AI, Bias, and the Architecture of Human Echoes

Preprint (Research Square)

Emergent Numeric Bias in Large Language Models: An Empirical Study on the Anomalous Recurrence of the Number 27 Across Independent Sessions

Implementations

Technical Projects

ML Assisted Decision

ML Assisted Decision Intelligence for Aadhaar

Developed an end-to-end Python pipeline to consolidate multiple UIDAI datasets into a unified analytical framework for service readiness.

Python
Exovision AI

Exovision AI

An AI model that can predict exoplanets around stars using stellar parameters. Built using XGBoost on the Kepler Exoplanet dataset.

Python XGBoost
Smart Nest

Smart Nest

IoT system to remotely control household appliances from anywhere via the internet using a 4G-enabled architecture.

IoT Arduino
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AICON

A lightweight, local-first framework that integrates experiment tracking, environment isolation, dataset management, and adaptive scheduling to enable reproducible AI workflows on edge systems.

AI Framework Edge Computing
Capabilities

Core Competencies

code Technical Skills

Python C++ SQL JavaScript Git Arduino

biotech Research Skills

  • Literature Review
  • Experimental Design
  • AI / ML
  • Data Analysis
Foundation

Education

Degree Institute Board/University Year Aggregate
B.Sc. Computer Science (Honours with Research) Asutosh College University Of Calcutta 2025 – 2029 —
Higher Secondary (12th) Bharatiya Vidya Bhavan CBSE 2023–2025 87% (97% in CS)
Secondary School (10th) Bharatiya Vidya Bhavan CBSE 2023 92%
Distinctions

Awards & Honors

2023

1st Prize – UEM Connectech Technical Bonanza

Organised by University of Engineering & Management, Kolkata.

2024

1st Prize – THC Sci-Fundamentals Science Expo

Organised by The Heritage College, Kolkata.

2026

Junior Photography Award – Street Photography

Miraklens Photography Award, presented by Sony Inc.

2025

3rd Prize – Creative Writing

El Talento, RBC Organised by Rishi Bankim Chandra College.

Personal

Co-Curricular Activities

music_note Vocal Music

Completed 3rd Year Diploma in Classical Vocal from Sarbabharatiya Sangeet O Sanskriti Parishad. Training in classical ragas and stage performance.

photo_camera Photography

Active photographer focusing on street and documentary-style photography. Recipient of the Miraklens Street Photography Award by Sony.

edit_note Creative Writing

Writes and publishes original poetry and short stories. Poems featured in multiple anthologies and literary magazines.