Dheeraj Baby

According to our database, Dheeraj Baby authored at least 14 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Online Feature Updates Improve Online (Generalized) Label Shift Adaptation.

Ruihan Wu, Siddhartha Datta, Yi Su, Dheeraj Baby, Yu-Xiang Wang, Kilian Q. Weinberger

CoRR, 2024

Online Matrix Completion: A Collaborative Approach with Hott Items.

Dheeraj Baby, Soumyabrata Pal

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

Adaptive Algorithms for Dynamic Decision-Making: Bridging Online Learning and Non-Parametric Regression

Dheeraj Baby

PhD thesis, 2023

Non-Stationary Contextual Pricing with Safety Constraints.

Dheeraj Baby, Jianyu Xu, Yu-Xiang Wang

Trans. Mach. Learn. Res., 2023

Online Label Shift: Optimal Dynamic Regret meets Practical Algorithms.

Dheeraj Baby, Saurabh Garg, Tzu-Ching Yen, Sivaraman Balakrishnan, Zachary C. Lipton, Yu-Xiang Wang

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Near Optimal Heteroscedastic Regression with Symbiotic Learning.

Aniket Das, Dheeraj M. Nagaraj, Praneeth Netrapalli, Dheeraj Baby

Proceedings of the Thirty Sixth Annual Conference on Learning Theory, 2023

Second Order Path Variationals in Non-Stationary Online Learning.

Dheeraj Baby, Yu-Xiang Wang

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022

Optimal Dynamic Regret in LQR Control.

Dheeraj Baby, Yu-Xiang Wang

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Optimal Dynamic Regret in Proper Online Learning with Strongly Convex Losses and Beyond.

Dheeraj Baby, Yu-Xiang Wang

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021

Dynamic Regret for Strongly Adaptive Methods and Optimality of Online KRR.

Dheeraj Baby, Hilaf Hasson, Yuyang Wang

CoRR, 2021

Optimal Dynamic Regret in Exp-Concave Online Learning.

Dheeraj Baby, Yu-Xiang Wang

Proceedings of the Conference on Learning Theory, 2021

An Optimal Reduction of TV-Denoising to Adaptive Online Learning.

Dheeraj Baby, Xuandong Zhao, Yu-Xiang Wang

Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021

2020

Adaptive Online Estimation of Piecewise Polynomial Trends.

Dheeraj Baby, Yu-Xiang Wang

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

2019

Online Forecasting of Total-Variation-bounded Sequences.

Dheeraj Baby, Yu-Xiang Wang

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019