[1] Machine Unlearning with Multi-Agent Reinforcement Learning NeurIPS 2026 · Under Review ·

A framework for selective knowledge removal in multi-agent environments, targeting system stability under forgetting, reduced retraining cost, and privacy-preserving adaptive policy behavior across agent populations.

[2] MarTA-Net: A Terrain-Aware U-Net Enhanced with Convolutional Block Attention Modules for Martian Surface Segmentation IEEE Internet of Things Journal · Regular Article · Under Review · Manuscript ID: IoT-63723-2026.R1 ·

Proposes a CBAM-augmented U-Net for multiclass Martian terrain segmentation on CTX and HiRISE imagery. Achieves +12% mIoU over baseline through systematic ablation studies on architectural modifications. Submitted Dec 2025.

ISRO-Granted Project Assistant · IISER Trivandrum Jan 2025 – Dec 2025

Worked on publication [2] above as part of an ISRO-granted research project. Built the end-to-end PyTorch and CUDA (mixed-precision) training workflow, performed dataset annotation using LabelMe on NASA PDS and HiRISE archives, and conducted ablation studies. Collaborated with ISRO scientists at URSC Bangalore, presenting findings and refining segmentation strategies based on domain-specific geological insights.

System Department Intern · South Eastern Coalfields Limited, HQ Jul 2024 – Aug 2024

Developed a predictive maintenance system using Random Forest to forecast equipment failures and reduce operational downtime — including data preprocessing, feature engineering, and model evaluation.

Category	Technologies
Programming
Machine Learning
Computer Vision
Data Science
Development

Peer Reviewer · IEEE Internet of Things Journal (IF 8.9) Jun 2026 – present Active manuscript reviewer. Record verifiable via Web of Science.

Advisor · Programmers' Paradise Technical Society Mar 2024 – May 2026 Lead a team of over 50 members, overseeing technical sessions, fostering a collaborative learning environment, and mentoring junior students in both technical and professional skills.

Hackathon Manager · Altair Data Science Hackathon Jun 2024 – Sep 2024 Managed a three-month data science hackathon end-to-end, coordinating participants, judging criteria, and event logistics.

Session Facilitator · IEEE ICECCT 2024 Jun 2024 Facilitated a workshop session on AR/VR technology at the IEEE International Conference on Electrical, Computer, and Communication Technologies.