Chenjuan Guo

44 papers at tracked venues · 37 at CORE A* · active 2024–2026

DBLP profile ↗ORCID search ↗

Venues

VLDB ×9 ICDE ×7 ICLR ×5 SIGKDD ×5 NeurIPS ×4 AAAI ×3 CIKM ×3 ICML ×3 CVPR ×1 ECCV ×1 ECML-PKDD ×1 EMNLP ×1 WSDM ×1

Frequent coauthors

Bin Yang

×43

Christian S. Jensen

×16

Jilin Hu

×15

Yang Shu

×14

Xiangfei Qiu

×11

Xingjian Wu

×10

Aoying Zhou

×7

Ronghui Xu

×7

Peng Chen

×7

Zhongwen Rao

×6

Kai Zhao

×6

Lujia Pan

×5

Papers

An Encode-then-Decompose Approach to Unsupervised Time Series Anomaly Detection on Contaminated Training Data
ICDE 2026 ·
Buang Zhang
,
Tung Kieu
,
Xiangfei Qiu
, Chenjuan Guo,
Jilin Hu
,
Aoying Zhou
,
Christian S. Jensen
,
Bin Yang
MoST: A Foundation Model for Multi-modality Spatio-temporal Traffic Prediction
SIGKDD 2026 ·
Ronghui Xu
,
Jihao Chen
,
Jindong Tian
, Chenjuan Guo,
Bin Yang
Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline
AAAI 2026 ·
Xvyuan Liu
,
Xiangfei Qiu
,
Xingjian Wu
,
Zhengyu Li
, Chenjuan Guo,
Jilin Hu
,
Bin Yang
Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing
AAAI 2026 ·
Junkai Lu
,
Peng Chen
, Chenjuan Guo,
Yang Shu
,
Meng Wang
,
Bin Yang
Waterlogformer: A Multimodal Model for Waterlogging Prediction
WSDM 2026 ·
Yinan Chen
,
Ronghui Xu
,
Endai Shu
, Chenjuan Guo,
Bin Yang
AID-SQL: Adaptive In-Context Learning of Text-to-SQL with Difficulty-Aware Instruction and Retrieval-Augmented Generation
ICDE 2025 ·
Xiuwen Li
,
Qifeng Cai
,
Yang Shu
, Chenjuan Guo,
Bin Yang
AimTS: Augmented Series and Image Contrastive Learning for Time Series Classification
ICDE 2025 ·
Yuxuan Chen
,
Shanshan Huang
,
Yunyao Cheng
,
Peng Chen
,
Zhongwen Rao
,
Yang Shu
,
Bin Yang
,
Lujia Pan
, Chenjuan Guo
Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems
ICLR 2025 ·
Jindong Tian
,
Yuxuan Liang
,
Ronghui Xu
,
Peng Chen
, Chenjuan Guo,
Aoying Zhou
,
Lujia Pan
,
Zhongwen Rao
,
Bin Yang
Assessing Pre-Trained Models for Transfer Learning Through Distribution of Spectral Components
AAAI 2025 ·
Tengxue Zhang
,
Yang Shu
,
Xinyang Chen
,
Yifei Long
, Chenjuan Guo,
Bin Yang
CATCH: Channel-Aware Multivariate Time Series Anomaly Detection via Frequency Patching
ICLR 2025 ·
Xingjian Wu
,
Xiangfei Qiu
,
Zhengyu Li
,
Yihang Wang
,
Jilin Hu
, Chenjuan Guo,
Hui Xiong
,
Bin Yang
CrossAD: Time Series Anomaly Detection with Cross-scale Associations and Cross-window Modeling
NeurIPS 2025 ·
Beibu Li
,
Qichao Shentu
,
Yang Shu
,
Hui Zhang
,
Ming Li
,
Ning Jin
,
Bin Yang
, Chenjuan Guo
DBLoss: Decomposition-based Loss Function for Time Series Forecasting
NeurIPS 2025 ·
Xiangfei Qiu
,
Xingjian Wu
,
Hanyin Cheng
,
Xvyuan Liu
, Chenjuan Guo,
Jilin Hu
,
Bin Yang
DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting
SIGKDD 2025 ·
Xiangfei Qiu
,
Xingjian Wu
,
Yan Lin
, Chenjuan Guo,
Jilin Hu
,
Bin Yang
Data Driven Decision Making with Time Series and Spatio-Temporal Data
ICDE 2025 ·
Bin Yang
,
Yuxuan Liang
, Chenjuan Guo,
Christian S. Jensen
EasyTime: Time Series Forecasting Made Easy
ICDE 2025 ·
Xiangfei Qiu
,
Xiuwen Li
,
Ruiyang Pang
,
Zhicheng Pan
,
Xingjian Wu
,
Liu Yang
,
Jilin Hu
,
Yang Shu
,
Xuesong Lu
,
Chengcheng Yang
, Chenjuan Guo,
Aoying Zhou
,
Christian S. Jensen
,
Bin Yang
Enhancing Diversity for Data-free Quantization
CVPR 2025 ·
Kai Zhao
,
Zhihao Zhuang
,
Miao Zhang
, Chenjuan Guo,
Yang Shu
,
Bin Yang
Enhancing Time Series Forecasting through Selective Representation Spaces: A Patch Perspective
NeurIPS 2025 ·
Xingjian Wu
,
Xiangfei Qiu
,
Hanyin Cheng
,
Zhengyu Li
,
Jilin Hu
, Chenjuan Guo,
Bin Yang
FinD3: A Dual 3D State Space Model with Dynamic Hypergraph for Financial Stock Prediction
CIKM 2025 ·
Jieyuan Mei
,
Jindong Tian
,
Ronghui Xu
,
Hanyue Wei
, Chenjuan Guo,
Bin Yang
K2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting
ICML 2025 ·
Xingjian Wu
,
Xiangfei Qiu
,
Hongfan Gao
,
Jilin Hu
,
Bin Yang
, Chenjuan Guo
Land Deformation Prediction via Multi-modal Adaptive Association Learning
CIKM 2025 ·
Wanghui Qiu
,
Shiyan Hu
, Chenjuan Guo,
Wenbing Shi
,
Lina Yu
,
Ming Gao
,
Aoying Zhou
,
Bin Yang
Learning Generalizable Skills from Offline Multi-Task Data for Multi-Agent Cooperation
ICLR 2025 ·
Sicong Liu
,
Yang Shu
, Chenjuan Guo,
Bin Yang
Learning to Factorize Spatio-Temporal Foundation Models
NeurIPS 2025 ·
Siru Zhong
,
Junjie Qiu
,
Yangyu Wu
,
Xingchen Zou
,
Zhongwen Rao
,
Bin Yang
, Chenjuan Guo,
Hao Xu
,
Yuxuan Liang
LightGTS: A Lightweight General Time Series Forecasting Model
ICML 2025 ·
Yihang Wang
,
Yuying Qiu
,
Peng Chen
,
Yang Shu
,
Zhongwen Rao
,
Lujia Pan
,
Bin Yang
, Chenjuan Guo
MM-Path: Multi-modal, Multi-granularity Path Representation Learning
SIGKDD 2025 ·
Ronghui Xu
,
Hanyin Cheng
, Chenjuan Guo,
Hongfan Gao
,
Jilin Hu
,
Sean Bin Yang
,
Bin Yang
MUSE: MCTS-Driven Red Teaming Framework for Enhanced Multi-Turn Dialogue Safety in Large Language Models
EMNLP 2025 ·
Siyu Yan
,
Long Zeng
,
Xuecheng Wu
,
Chengcheng Han
,
Kongcheng Zhang
,
Chong Peng
,
Xuezhi Cao
,
Xunliang Cai
, Chenjuan Guo
TAB: Unified Benchmarking of Time Series Anomaly Detection Methods
VLDB 2025 ·
Xiangfei Qiu
,
Zhe Li
,
Wanghui Qiu
,
Shiyan Hu
,
Lekui Zhou
,
Xingjian Wu
,
Zhengyu Li
, Chenjuan Guo,
Aoying Zhou
,
Zhenli Sheng
,
Jilin Hu
,
Christian S. Jensen
,
Bin Yang
TSFM-Bench: A Comprehensive and Unified Benchmark of Foundation Models for Time Series Forecasting
SIGKDD 2025 ·
Zhe Li
,
Xiangfei Qiu
,
Peng Chen
,
Yihang Wang
,
Hanyin Cheng
,
Yang Shu
,
Jilin Hu
, Chenjuan Guo,
Aoying Zhou
,
Christian S. Jensen
,
Bin Yang
Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders
ICLR 2025 ·
Qichao Shentu
,
Beibu Li
,
Kai Zhao
,
Yang Shu
,
Zhongwen Rao
,
Lujia Pan
,
Bin Yang
, Chenjuan Guo
Towards a General Time Series Forecasting Model with Unified Representation and Adaptive Transfer
ICML 2025 ·
Yihang Wang
,
Yuying Qiu
,
Peng Chen
,
Kai Zhao
,
Yang Shu
,
Zhongwen Rao
,
Lujia Pan
,
Bin Yang
, Chenjuan Guo
Unsupervised Time Series Anomaly Prediction with Importance-based Generative Contrastive Learning
SIGKDD 2025 ·
Kai Zhao
,
Zhihao Zhuang
, Chenjuan Guo,
Hao Miao
,
Christian S. Jensen
,
Yunyao Cheng
,
Bin Yang
A Crystal Knowledge-Enhanced Pre-training Framework for Crystal Property Estimation
ECML-PKDD 2024 ·
Haomin Yu
,
Yanru Song
,
Jilin Hu
, Chenjuan Guo,
Bin Yang
,
Christian S. Jensen
A Memory Guided Transformer for Time Series Forecasting
VLDB 2024 ·
Yunyao Cheng
, Chenjuan Guo,
Bin Yang
,
Haomin Yu
,
Kai Zhao
,
Christian S. Jensen
A Unified Replay-Based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data
ICDE 2024 ·
Hao Miao
,
Yan Zhao
, Chenjuan Guo,
Bin Yang
,
Kai Zheng
,
Feiteng Huang
,
Jiandong Xie
,
Christian S. Jensen
Dependency-Aware Differentiable Neural Architecture Search
ECCV 2024 ·
Buang Zhang
,
Xinle Wu
,
Hao Miao
, Chenjuan Guo,
Bin Yang
Efficient Stochastic Routing in Path-Centric Uncertain Road Networks
VLDB 2024 · Chenjuan Guo,
Ronghui Xu
,
Bin Yang
,
Yuan Ye
,
Tung Kieu
,
Yan Zhao
,
Christian S. Jensen
Fully Automated Correlated Time Series Forecasting in Minutes
VLDB 2024 ·
Xinle Wu
,
Xingjian Wu
,
Dalin Zhang
,
Miao Zhang
, Chenjuan Guo,
Bin Yang
,
Christian S. Jensen
Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching
VLDB 2024 ·
Hao Miao
,
Ziqiao Liu
,
Yan Zhao
, Chenjuan Guo,
Bin Yang
,
Kai Zheng
,
Christian S. Jensen
Noise Matters: Cross Contrastive Learning for Flink Anomaly Detection
VLDB 2024 ·
Zhihao Zhuang
,
Yingying Zhang
,
Kai Zhao
, Chenjuan Guo,
Bin Yang
,
Qingsong Wen
,
Lunting Fan
Ocean Significant Wave Height Estimation with Spatio-temporally Aware Large Language Models
CIKM 2024 ·
Zhe Li
,
Ronghui Xu
,
Jilin Hu
,
Zhong Peng
,
Xi Lu
, Chenjuan Guo,
Bin Yang
Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting
ICLR 2024 ·
Peng Chen
,
Yingying Zhang
,
Yunyao Cheng
,
Yang Shu
,
Yihang Wang
,
Qingsong Wen
,
Bin Yang
, Chenjuan Guo
QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models
VLDB 2024 ·
David Campos
,
Bin Yang
,
Tung Kieu
,
Miao Zhang
, Chenjuan Guo,
Christian S. Jensen
RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems
VLDB 2024 ·
Biao Ouyang
,
Yingying Zhang
,
Hanyin Cheng
,
Yang Shu
, Chenjuan Guo,
Bin Yang
,
Qingsong Wen
,
Lunting Fan
,
Christian S. Jensen
Routing with Massive Trajectory Data
ICDE 2024 ·
Christian S. Jensen
,
Bin Yang
, Chenjuan Guo,
Jilin Hu
,
Kristian Torp
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
VLDB 2024 ·
Xiangfei Qiu
,
Jilin Hu
,
Lekui Zhou
,
Xingjian Wu
,
Junyang Du
,
Buang Zhang
, Chenjuan Guo,
Aoying Zhou
,
Christian S. Jensen
,
Zhenli Sheng
,
Bin Yang