PRIMAL : Pathfinding Via Reinforcement and Imitation Multi-Agent Learning - Lifelong M Damani, Z Luo, E Wenzel, G Sartoretti
IEEE Robotics and Automation Letters 6 (2), 2666-2673, 2021
160 2021 Machine learning for membrane design and discovery H Yin, M Xu, Z Luo, X Bi, J Li, S Zhang, X Wang
Green Energy & Environment 9 (1), 54-70, 2024
47 2024 Flatland competition 2020: MAPF and MARL for efficient train coordination on a grid world F Laurent, M Schneider, C Scheller, J Watson, J Li, Z Chen, Y Zheng, ...
NeurIPS 2020 Competition and Demonstration Track, 275-301, 2021
33 2021 Machine learning guided polyamide membrane with exceptional solute–solute selectivity and permeance H Deng, Z Luo, J Imbrogno, TM Swenson, Z Jiang, X Wang, S Zhang
Environmental Science & Technology 57 (46), 17841-17850, 2022
22 2022 Learning-based scheduling of industrial hybrid renewable energy systems PS Pravin, Z Luo, L Li, X Wang
Computers & Chemical Engineering 159, 107665, 2022
17 2022 Intelligent synthesis of magnetic nanographenes via chemist-intuited atomic robotic probe J Su, J Li, N Guo, X Peng, J Yin, J Wang, P Lyu, Z Luo, K Mouthaan, J Wu, ...
Nature Synthesis 3 (4), 466-476, 2024
11 2024 Deep reinforcement learning based multiagent pathfinding L Zhiyao, G Sartoretti
Technical Report, 2020
10 2020 Integrating chemistry knowledge in large language models via prompt engineering H Liu, H Yin, Z Luo, X Wang
Synthetic and Systems Biotechnology 10 (1), 23-38, 2025
6 2025 DTR-bench: an in silico environment and benchmark platform for reinforcement learning based dynamic treatment regime Z Luo, M Zhu, F Liu, J Li, Y Pan, J Zhou, T Zhu
arXiv preprint arXiv:2405.18610, 2024
4 2024 Position: Reinforcement Learning in Dynamic Treatment Regimes Needs Critical Reexamination Z Luo, Y Pan, P Watkinson, T Zhu
Forty-first International Conference on Machine Learning, 2024
3 2024 Reinforcement learning in dynamic treatment regimes needs critical reexamination Z Luo, Y Pan, P Watkinson, T Zhu
arXiv preprint arXiv:2405.18556, 2024
1 2024 SegX: Improving Interpretability of Clinical Image Diagnosis with Segmentation-based Enhancement Y Zhang, M Zhu, Z Luo
arXiv preprint arXiv:2502.10296, 2025
2025 Language model-based early detection of colorectal cancer occurrence from previous disease diagnosis trajectory data for primary care purpose Z Luo, J Yang, T Zhu, WCW Wong, J Zhou
The Lancet Regional Health–Western Pacific 55, 2025
2025 Deep Learning‐Enabled STEM Imaging for Precise Single‐Molecule Identification in Zeolite Structures Y Yang, H Xiong, Z Wu, Z Luo, X Chen, X Wang, F Wei
Advanced Science 12 (6), 2408629, 2025
2025 Removing 65 Years of Approximation in Rotating Ring Disk Electrode Theory with Physics-Informed Neural Networks H Chen, B Smetana, V Novák, Y Zhang, SV Sokolov, E Kätelhön, ...
The Journal of Physical Chemistry Letters 15 (24), 6315-6324, 2024
2024 Compare SGLT2I versus non-SGLT2I users in type-2 diabetic mellitus patients on GLP-1 receptor agonist: A population-based and machine learning causal inference analysis Z Luo, OHI Chou, ZMW Ng, CTS Chung, JSK Chan, RNC Chan, L Lu, ...
medRxiv, 2023.11. 06.23298185, 2023
2023 Comparisons of new-onset peripheral arterial disease in Type 2 diabetes mellitus patients exposed to SGLT2I, DPP4I or GLP1a: a population-based cohort study OHI Chou, Z Luo, CTS Chung, J Chan, H Li, I Lakhani, S Lee, Q Zhang, ...
medRxiv, 2023.08. 21.23294389, 2023
2023 NurSpecialist: Duel-Agent Reinforcement Learning for Dynamic Hospitalised Intervention Regimes using Electronic Health Records Z Luo, P Watkinson, T Zhu
2022 Best of Both Worlds: Harmonizing LLM Capabilities in Decision-Making and Question-Answering for Treatment Regimes H Liu, Z Luo, T Zhu
Advancements In Medical Foundation Models: Explainability, Robustness …, 0