Relational State-Space Model for Stochastic Multi-Object Systems. - Fan Yang; Ling Chen 001; Fan Zhou 012; Yusong Gao; Wei Cao 006 (ICLR, 2020)

Embedding Symbolic Temporal Knowledge into Deep Sequential Models. - Yaqi Xie 001; Fan Zhou 012; Harold Soh (ICRA, 2021)

End-to-End Modeling of Hierarchical Time Series Using Autoregressive Transformer and Conditional Normalizing Flow-based Reconciliation. - Shiyu Wang 001; Fan Zhou 012; Yinbo Sun; Lintao Ma; James Zhang; Yangfei Zheng (ICDM (Workshops), 2022)

End-to-End Modeling Hierarchical Time Series Using Autoregressive Transformer and Conditional Normalizing Flow based Reconciliation. - Shiyu Wang 001; Fan Zhou 012; Yinbo Sun; Lintao Ma; James Zhang; Yangfei Zheng; Lei Lei 001; Yun Hu 001 (CoRR, 2022)

SLOTH: Structured Learning and Task-Based Optimization for Time Series Forecasting on Hierarchies. - Fan Zhou 012; Chen Pan; Lintao Ma; Yu Liu 071; Shiyu Wang 001; James Zhang; Xinxin Zhu; Xuanwei Hu; Yunhua Hu; Yangfei Zheng; Lei Lei 001; Hu Yun (AAAI, 2023)

Flow-Based End-to-End Model for Hierarchical Time Series Forecasting via Trainable Attentive-Reconciliation. - Shiyu Wang 001; Yinbo Sun; Yan Wang 002; Fan Zhou 012; Lintao Ma; James Zhang; Yangfei Zheng (DASFAA (1), 2023)

Language Models Can Improve Event Prediction by Few-Shot Abductive Reasoning. - Xiaoming Shi 001; Siqiao Xue; Kangrui Wang; Fan Zhou 012; James Y. Zhang; Jun Zhou 011; Chenhao Tan; Hongyuan Mei (NeurIPS, 2023)

SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies. - Fan Zhou 012; Chen Pan; Lintao Ma; Yu Liu 071; Shiyu Wang 001; James Zhang; Xinxin Zhu; Xuanwei Hu; Yunhua Hu; Yangfei Zheng; Lei Lei 001; Yun Hu 001 (CoRR, 2023)

EasyTPP: Towards Open Benchmarking the Temporal Point Processes. - Siqiao Xue; Xiaoming Shi 001; Zhixuan Chu; Yan Wang 002; Fan Zhou 012; Hongyan Hao; Caigao Jiang; Chen Pan; Yi Xu; James Y. Zhang; Qingsong Wen; Jun Zhou 011; et al. (CoRR, 2023)

WeaverBird: Empowering Financial Decision-Making with Large Language Model, Knowledge Base, and Search Engine. - Siqiao Xue; Fan Zhou 012; Yi Xu; Hongyu Zhao 006; Shuo Xie; Qingyang Dai; Caigao Jiang; James Y. Zhang; Jun Zhou 011; Dacheng Xiu; Hongyuan Mei (CoRR, 2023)

Continuous Invariance Learning. - Yong Lin; Fan Zhou 012; Lu Tan; Lintao Ma; Jiameng Liu; Yansu He; Yuan Yuan; Yu Liu 071; James Zhang; Yujiu Yang; Hao Wang 014 (CoRR, 2023)

Deep Optimal Timing Strategies for Time Series. - Chen Pan; Fan Zhou 012; Xuanwei Hu; Xinxin Zhu; Wenxin Ning; Zi Zhuang; Siqiao Xue; James Zhang; Yunhua Hu (CoRR, 2023)

DB-GPT: Empowering Database Interactions with Private Large Language Models. - Siqiao Xue; Caigao Jiang; Wenhui Shi; Fangyin Cheng; Keting Chen; Hongjun Yang; Zhiping Zhang; Jianshan He; Hongyang Zhang; Ganglin Wei; Wang Zhao 005; Fan Zhou 012; et al. (CoRR, 2023)

GMP-AR: Granularity Message Passing and Adaptive Reconciliation for Temporal Hierarchy Forecasting. - Fan Zhou 012; Chen Pan; Lintao Ma; Yu Liu 071; Siqiao Xue; James Y. Zhang; Jun Zhou 011; Hongyuan Mei; Weitao Lin; Zi Zhuang; Wenxin Ning; Yunhua Hu (AAAI, 2024)

EasyTPP: Towards Open Benchmarking Temporal Point Processes. - Siqiao Xue; Xiaoming Shi 001; Zhixuan Chu; Yan Wang 002; Hongyan Hao; Fan Zhou 012; Caigao Jiang; Chen Pan; James Y. Zhang; Qingsong Wen; Jun Zhou 011; Hongyuan Mei (ICLR, 2024)

Continuous Invariance Learning. - Lin Yong; Fan Zhou 012; Lu Tan; Lintao Ma; Jianmeng Liu; Yansu He; Yuan Yuan; Yu Liu 071; James Y. Zhang; Yujiu Yang; Hao Wang 014 (ICLR, 2024)

Demonstration of DB-GPT: Next Generation Data Interaction System Empowered by Large Language Models. - Siqiao Xue; Danrui Qi; Caigao Jiang; Wenhui Shi; Fangyin Cheng; Keting Chen; Hongjun Yang; Zhiping Zhang; Jianshan He; Hongyang Zhang; Ganglin Wei; Wang Zhao 005; et al. (CoRR, 2024)

DB-GPT-Hub: Towards Open Benchmarking Text-to-SQL Empowered by Large Language Models. - Fan Zhou 012; Siqiao Xue; Danrui Qi; Wenhui Shi; Wang Zhao 005; Ganglin Wei; Hongyang Zhang; Caigai Jiang; Gangwei Jiang; Zhixuan Chu; Faqiang Chen (CoRR, 2024)

FAMMA: A Benchmark for Financial Domain Multilingual Multimodal Question Answering. - Siqiao Xue; Tingting Chen; Fan Zhou 012; Qingyang Dai; Zhixuan Chu; Hongyuan Mei (CoRR, 2024)

ROMAS: A Role-Based Multi-Agent System for Database monitoring and Planning. - Yi Huang; Fangyin Cheng; Fan Zhou 012; Jiahui Li; Jian Gong; Hongjun Yang; Zhidong Fan; Caigao Jiang; Siqiao Xue; Faqiang Chen (CoRR, 2024)

Demonstration of DB-GPT: Next Generation Data Interaction System Empowered by Large Language Models. - Siqiao Xue; Danrui Qi; Caigao Jiang; Fangyin Cheng; Keting Chen; Zhiping Zhang; Hongyang Zhang; Ganglin Wei; Wang Zhao 005; Fan Zhou 012; Hong Yi; Shaodong Liu; et al. (Proc. VLDB Endow., 2024)