Janani Suresh

Joined

August 2024

Names

Janani Suresh (Preferred)

Emails

****@smail.iitm.ac.in (Confirmed)

Personal Links

Career & Education History

MS student

Electrical Engineering Department, Indian Institute of Technology,Madras (iitm.ac.in)

2022 – 2025

Advisors, Relations & Conflicts

Coauthor

Sheetal Kalyani

2022 – 2025

Coauthor

2022 – 2025

Coauthor

Dahlia Devapriya

2022 – 2025

Expertise

Deep Learning

2022 – 2025

Adversarial Robustness

2022 – 2025

Optimisation in deep neural networks

2022 – 2025

Publications

Randomness Helps Rigor: A Probabilistic Learning Rate Scheduler Bridging Theory and Deep Learning Practice
Dahlia Devapriya, Thulasi Tholeti, Janani Suresh, Sheetal Kalyani
- Submitted to ICLR 2026
- Readers: Everyone
Randomness Helps Rigor: A Probabilistic Learning Rate Scheduler Bridging Theory and Deep Learning Practice
Dahlia Devapriya, Thulasi Tholeti, Janani Suresh, Sheetal Kalyani
- Submitted to NeurIPS 2025
- Readers: Everyone
First Line of Defense: A Robust First Layer Mitigates Adversarial Attacks
Janani Suresh, Nancy Nayak, Sheetal Kalyani
- AAAI 2025
- Readers: Everyone
First line of defense: A robust first layer mitigates adversarial attacks
Janani Suresh, Nancy Nayak, Sheetal Kalyani
- CoRR 2024
- Readers: Everyone
Probabilistic learning rate scheduler with provable convergence
Dahlia Devapriya, Thulasi Tholeti, Janani Suresh, Sheetal Kalyani
- CoRR 2024
- Readers: Everyone

Co-Authors