Navyansh Mahla

Joined

April 2024

Names

Navyansh Mahla (Preferred)

Emails

****@iitb.ac.in (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Career & Education History

Undergrad student

Civil Engineering Department, Indian Institute of Technology, Bombay (iitb.ac.in)

2021 – 2025

Advisors, Relations & Conflicts

Coauthor

Sunny Gupta

Present

Coauthor

Suraj Prasad

Present

Coauthor

Ganesh Ramakrishnan

Present

Coauthor

Amit Sethi

Present

Expertise

Foundational Models

Present

Privacy Preserving Machine Learning

Present

Publications

Why Gradient Subspace? Identifying and Mitigating LoRA's Bottlenecks in Federated Fine-Tuning of Large Language Models
Navyansh Mahla, Ganesh Ramakrishnan
- CoRR 2024
- Readers: Everyone
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 Sharad Jadhav
- CoRR 2024
- Readers: Everyone
Sequential Compression Layers for Efficient Federated Learning in Foundational Models
Navyansh Mahla, Sunny Gupta, Amit Sethi
- CoRR 2024
- Readers: Everyone
FESS Loss: Feature-Enhanced Spatial Segmentation Loss for Optimizing Medical Image Analysis
Charulkumar Chodvadiya, Navyansh Mahla, Kinshuk Gaurav Singh, Kshitij Sharad Jadhav
- ISBI 2024
- Readers: Everyone

Navyansh Mahla

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

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

MedSAGa: Few-shot Memory Efficient Medical Image Segmentation using Gradient Low-Rank Projection in SAM

Sequential Compression Layers for Efficient Federated Learning in Foundational Models

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

Co-Authors