Navyansh Mahla

According to our database, Navyansh Mahla authored at least 5 papers between 2024 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2025

Federated Cross-Modal Style-Aware Prompt Generation.

Suraj Prasad, Navyansh Mahla, Sunny Gupta, Amit Sethi

CoRR, August, 2025

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

Proceedings of the 22nd IEEE International Symposium on Biomedical Imaging, 2025

2024

Sequential Compression Layers for Efficient Federated Learning in Foundational Models.

Navyansh Mahla, Sunny Gupta, Amit Sethi

CoRR, 2024

Why Gradient Subspace? Identifying and Mitigating LoRA's Bottlenecks in Federated Fine-Tuning of Large Language Models.

Navyansh Mahla, Ganesh Ramakrishnan

CoRR, 2024

FESS Loss: Feature-Enhanced Spatial Segmentation Loss for Optimizing Medical Image Analysis.

Charulkumar Chodvadiya, Navyansh Mahla, Kinshuk Gaurav Singh, Kshitij Sharad Jadhav

Proceedings of the IEEE International Symposium on Biomedical Imaging, 2024