FESS Loss: Feature-Enhanced Spatial Segmentation Loss for Optimizing Medical Image Analysis. - Charulkumar Chodvadiya; Navyansh Mahla; Kinshuk Gaurav Singh; Kshitij Sharad Jadhav (ISBI, 2024)

Why Gradient Subspace? Identifying and Mitigating LoRA's Bottlenecks in Federated Fine-Tuning of Large Language Models. - Navyansh Mahla; Ganesh Ramakrishnan (CoRR, 2024)

Sequential Compression Layers for Efficient Federated Learning in Foundational Models. - Navyansh Mahla; Sunny Gupta; Amit Sethi (CoRR, 2024)

MedSAGa: Few-Shot Memory Efficient Medical Image Segmentation Using Gradient Low-Rank Projection in SAM. - Navyansh Mahla; Annie D'souza; Shubh Gupta; Bhavik Kanekar; Kshitij S. Jadhav (ISBI, 2025)

Federated Cross-Modal Style-Aware Prompt Generation. - Suraj Prasad; Navyansh Mahla; Sunny Gupta; Amit Sethi (CoRR, 2025)