Learned Learning Rate Schedules for Deep Neural Network Training Using Reinforcement Learning. - Shreyas Subramanian; Vignesh Ganapathiraman; Aly El Gamal (Tiny Papers @ ICLR, 2023)

Efficient Learning rate schedules for Stochastic Non-negative Matrix Factorization via Reinforcement Learning. - Shreyas Subramanian; Vignesh Ganapathiraman; Aly El Gamal (Tiny Papers @ ICLR, 2023)

Hop, skip, jump to Convergence: Dynamics of Learning Rate Transitions for Improved Training of Large Language Models. - Shreyas Subramanian; Vignesh Ganapathiraman; Corey Barrett (EMNLP (Findings), 2024)

Small Language Models (SLMs) Can Still Pack a Punch: A survey. - Shreyas Subramanian; Vikram Elango; Mecit Gungor (CoRR, 2025)