Publications/Preprints

1. Contextual Bandits with Online Neural Regression

(Accepted at Twelfth International Conference on Learning Representations (ICLR-2024))

2. Think Before You Duel: Understanding Complexities of Preference Learning under Constrained Resources

(Accepted at 27th International Conference on Artificial Intelligence and Statistics (AISTATS - 2024))

3. Gradient Temporal Difference with Momentum: Stability and Convergence.

(Accepted at Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI-22))

4. Does Momentum Help in Stochastic Optimization? A Sample Complexity Analysis.

(Accepted at Thirty-Ninth Conference on Uncertainty in Artificial Intelligence (UAI-2023) )

5. Schedule Based Temporal Difference Algorithms.

(Accepted at 58th Annual Allerton Conference on Communication, Control, and Computing)

6. N- Timescale Stochastic Approximation: Stability and Convergence.