Xiaoyan Hu

According to our database, Xiaoyan Hu authored at least 10 papers between 2023 and 2025.

Collaborative distances:

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

2025

PromptWise: Online Learning for Cost-Aware Prompt Assignment in Generative Models.

Xiaoyan Hu, Lauren Pick, Ho-fung Leung, Farzan Farnia

CoRR, May, 2025

PAK-UCB Contextual Bandit: An Online Learning Approach to Prompt-Aware Selection of Generative Models and LLMs.

Xiaoyan Hu, Ho-fung Leung, Farzan Farnia

Proceedings of the Forty-second International Conference on Machine Learning, 2025

A Multi-Armed Bandit Approach to Online Selection and Evaluation of Generative Models.

Xiaoyan Hu, Ho-fung Leung, Farzan Farnia

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2025

2024

An Online Learning Approach to Prompt-based Selection of Generative Models.

Xiaoyan Hu, Ho-fung Leung, Farzan Farnia

CoRR, 2024

An Optimism-based Approach to Online Evaluation of Generative Models.

Xiaoyan Hu, Ho-fung Leung, Farzan Farnia

CoRR, 2024

An Information Theoretic Approach to Interaction-Grounded Learning.

Xiaoyan Hu, Farzan Farnia, Ho-fung Leung

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

Provably Efficient CVaR RL in Low-rank MDPs.

Yulai Zhao, Wenhao Zhan, Xiaoyan Hu, Ho-fung Leung, Farzan Farnia, Wen Sun, Jason D. Lee

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

Provably (More) Sample-Efficient Offline RL with Options.

Xiaoyan Hu, Ho-fung Leung

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

Provably Efficient Offline RL with Options.

Xiaoyan Hu, Ho-fung Leung

Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems, 2023

A Tighter Problem-Dependent Regret Bound for Risk-Sensitive Reinforcement Learning.

Xiaoyan Hu, Ho-fung Leung

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