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Fan Zhou
Fan Zhou
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Year
Embedding symbolic temporal knowledge into deep sequential models
Y Xie, F Zhou, H Soh
2021 IEEE International Conference on Robotics and Automation (ICRA), 4267-4273, 2021
222021
Language models can improve event prediction by few-shot abductive reasoning
X Shi, S Xue, K Wang, F Zhou, J Zhang, J Zhou, C Tan, H Mei
Advances in Neural Information Processing Systems 36, 2024
192024
Easytpp: Towards open benchmarking the temporal point processes
S Xue, X Shi, Z Chu, Y Wang, F Zhou, H Hao, C Jiang, C Pan, Y Xu, ...
arXiv preprint arXiv:2307.08097, 2023
172023
Db-gpt: Empowering database interactions with private large language models
S Xue, C Jiang, W Shi, F Cheng, K Chen, H Yang, Z Zhang, J He, ...
arXiv preprint arXiv:2312.17449, 2023
112023
Relational state-space model for stochastic multi-object systems
F Yang, L Chen, F Zhou, Y Gao, W Cao
arXiv preprint arXiv:2001.04050, 2020
102020
Weaverbird: Empowering financial decision-making with large language model, knowledge base, and search engine
S Xue, F Zhou, Y Xu, H Zhao, S Xie, C Jiang, J Zhang, J Zhou, P Xu, D Xiu, ...
arXiv preprint arXiv:2308.05361, 2023
72023
End-to-end modeling of hierarchical time series using autoregressive transformer and conditional normalizing flow-based reconciliation
S Wang, F Zhou, Y Sun, L Ma, J Zhang, Y Zheng
2022 IEEE International Conference on Data Mining Workshops (ICDMW), 1087-1094, 2022
62022
SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies
F Zhou, C Pan, L Ma, Y Liu, S Wang, J Zhang, X Zhu, X Hu, Y Hu, Y Zheng, ...
AAAI 2023, 2023
32023
Continuous Invariance Learning
Y Lin, F Zhou, L Tan, L Ma, J Liu, Y He, Y Yuan, Y Liu, J Zhang, Y Yang, ...
arXiv preprint arXiv:2310.05348, 2023
22023
Deep optimal timing strategies for time series
C Pan, F Zhou, X Hu, X Zhu, W Ning, Z Zhuang, S Xue, J Zhang, Y Hu
arXiv preprint arXiv:2310.05479, 2023
22023
DB-GPT-Hub: Towards Open Benchmarking Text-to-SQL Empowered by Large Language Models
F Zhou, S Xue, D Qi, W Shi, W Zhao, G Wei, H Zhang, C Jiang, G Jiang, ...
arXiv preprint arXiv:2406.11434, 2024
2024
Demonstration of DB-GPT: Next Generation Data Interaction System Empowered by Large Language Models
S Xue, D Qi, C Jiang, W Shi, F Cheng, K Chen, H Yang, Z Zhang, J He, ...
arXiv preprint arXiv:2404.10209, 2024
2024
GMP-AR: Granularity Message Passing and Adaptive Reconciliation for Temporal Hierarchy Forecasting
F Zhou, C Pan, L Ma, Y Liu, S Xue, J Zhang, J Zhou, H Mei, W Lin, ...
Proceedings of the AAAI Conference on Artificial Intelligence 38 (8), 9414-9421, 2024
2024
Flow-Based End-to-End Model for Hierarchical Time Series Forecasting via Trainable Attentive-Reconciliation
S Wang, Y Sun, Y Wang, F Zhou, LT Ma, J Zhang, YF Zheng
International Conference on Database Systems for Advanced Applications, 167-176, 2023
2023
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