Vaikkunth Mugunthan

Joined

May 2021

Names

Vaikkunth Mugunthan (Preferred)

Emails

****@mit.edu (Confirmed)

Personal Links

Career & Education History

PhD student

Massachusetts Institute of Technology (mit.edu)

2017 – 2022

Advisors, Relations & Conflicts

No relations added

Expertise

Federated Learning

2019 – Present

Publications

Shallow Robustness, Deep Vulnerabilities: Multi-Turn Evaluation of Medical LLMs
Blazej Manczak, Eric Lin, Francisco Eiras, James O' Neill, Vaikkunth Mugunthan
- GenAI4Health 2025 Poster
- Readers: Everyone
Know Thy Judge: On the Robustness Meta-Evaluation of LLM Safety Judges
Francisco Eiras, Eliott Zemour, Eric Lin, Vaikkunth Mugunthan
- ICLR 2025 Workshop ICBINB
- Readers: Everyone
GuardFormer: Guardrail Instruction Pretraining for Efficient SafeGuarding
James O' Neill, Santhosh Subramanian, Eric Lin, Abishek Satish, Vaikkunth Mugunthan
- SafeGenAi Oral
- Readers: Everyone
Unified Multi-Task Learning & Model Fusion for Efficient Language Model Guardrailing
James O' Neill, Santhosh Subramanian, Eric Lin, Abishek Satish, Vaikkunth Mugunthan
- Submitted to ICLR 2025
- Readers: Everyone
PrimeGuard: Safe and Helpful LLMs through Tuning-Free Routing
Blazej Manczak, Eric Lin, Eliott Zemour, Vaikkunth Mugunthan
- NextGenAISafety 2024 Poster
- Readers: Everyone
Gradient Masked Averaging for Federated Learning
Irene Tenison, Sai Aravind Sreeramadas, Vaikkunth Mugunthan, Edouard Oyallon, Irina Rish, Eugene Belilovsky
- Accepted by TMLR
- Readers: Everyone
Navigating Data Heterogeneity in Federated Learning: A Semi-Supervised Federated Object Detection
Taehyeon Kim, Eric Lin, Junu Lee, Christian Lau, Vaikkunth Mugunthan
- NeurIPS 2023 poster
- Readers: Everyone

Co-Authors