Poster Abstract: Data Efficient HVAC Control using Gaussian Process-based Reinforcement Learning. - Zhiyu An; Xianzhong Ding; Wan Du (SenSys, 2023)

CLUE: Safe Model-Based RL HVAC Control Using Epistemic Uncertainty Estimation. - Zhiyu An; Xianzhong Ding; Arya Rathee; Wan Du (BuildSys, 2023)

Go Beyond Black-box Policies: Rethinking the Design of Learning Agent for Interpretable and Verifiable HVAC Control. - Zhiyu An; Xianzhong Ding; Wan Du (DAC, 2024)

Reward Bound for Behavioral Guarantee of Model-based Planning Agents. - Zhiyu An; Xianzhong Ding; Wan Du (Tiny Papers @ ICLR, 2024)

MARLP: Time-series Forecasting Control for Agricultural Managed Aquifer Recharge. - Yuning Chen; Kang Yang 005; Zhiyu An; Brady Holder; Luke Paloutzian; Khaled M. Bali; Wan Du (KDD, 2024)

Golden-Retriever: High-Fidelity Agentic Retrieval Augmented Generation for Industrial Knowledge Base. - Zhiyu An; Xianzhong Ding; Yen-Chun Fu; Cheng-Chung Chu; Yan Li; Wan Du (CoRR, 2024)

A Novel 2-D Inversion Method for Low-Field NMR Working on Fluid Typing. - Hanqing Zhao; Zhiyu An; Tianqi Chang; Yujing Yang; Tingting Lin (IEEE Trans. Geosci. Remote. Sens., 2024)

Disentangling Uncertainties by Learning Compressed Data Representation. - Zhiyu An; Zhibo Hou; Wan Du (L4DC, 2025)

A Safe and Data-Efficient Model-Based Reinforcement Learning System for HVAC Control. - Xianzhong Ding; Zhiyu An; Arya Rathee; Wan Du (IEEE Internet Things J., 2025)