Research

2026KDD

SCALE: Style-Causal Disentanglement with Adaptive Lifelong Expert for Online Latent-domain Anomaly Detection

Y Lu, Y Gao, T Lan, Y Yang, W He, M Wang, C Zhang

KDD 2026

2026ICML

Towards foundation models for zero-shot time series anomaly detection: Leveraging synthetic data and relative context discrepancy

T Lan*, HD Le*, J Li*, W He, M Wang, C Liu, C Zhang

International Conference on Machine Learning (ICML), 2026

arXiv

2026Preprint

VETime: Vision Enhanced Zero-Shot Time Series Anomaly Detection

Y Yang, T Lan, Y Gao, Y Lu, W He, M Wang, C Liu, C Zhang

arXiv preprint arXiv:2602.16681

arXiv

2025IEEE TASE

Nonlinear Causal Discovery via Dynamic Latent Variables

X Yang*, T Lan*, H Qiu, C Zhang

IEEE Transactions on Automation Science and Engineering, 2025

paper

2025IISE Transactions

Federated multi-task Bayesian network learning in overlapping/distinct variables

X Yang, B Niu, T Lan, C Zhang

IISE Transactions, 2025

journal

2025NeurIPS

TraffiDent: Understanding the Interplay Between Traffic Dynamics and Incidents

X Gou, Z Li, T Lan, J Lin, Z Li, B Zhao, C Zhang, D Wang, X Zhang

Advances in Neural Information Processing Systems (NeurIPS), 2025

arXiv

2025Preprint

AXIS: Explainable Time Series Anomaly Detection with Large Language Models

T Lan, HD Le, J Li, W He, M Wang, C Liu, C Zhang

arXiv preprint arXiv:2509.24378

arXiv

2025Preprint

Tensor State Space-based Dynamic Multilayer Network Modeling

T Lan, J Guo, C Zhang

arXiv preprint arXiv:2506.02413

arXiv

2025Preprint

CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation

T Lan, Y Gao, Y Lu, C Zhang

arXiv preprint arXiv:2505.00415

arXiv

2024IEEE TASE

Multi-scenario cellular KPI prediction via spatiotemporal GNN

J Lin, T Lan, B Zhang, K Lin, D Miao, H He, J Ye, C Zhang, YF Li

IEEE Transactions on Automation Science and Engineering, 2024

paper

2024Preprint

Multifun-dag: Multivariate functional DAG

T Lan, Z Li, J Lin, Z Li, L Bai, M Li, F Tsung, R Zhao, C Zhang

arXiv preprint arXiv:2404.13836

arXiv

2023KDD

Mm-dag: Multi-task DAG learning for multi-modal data

T Lan, Z Li, Z Li, L Bai, M Li, F Tsung, W Ketter, R Zhao, C Zhang

KDD 2023

arXiv

Tian Lan