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2026 顶会论文

作者位次 #4/4ICML 2026Poster· Applications / Time Series

KITE: Knowledge-Guided Probabilistic Modeling for Time Series Forecasting with Exogenous Variables

Hanyin Cheng · Jingrong Zhou · Yang Shu · Chenjuan Guo

检索与知识OpenReview

作者位次 #6/6ICML 2026Poster· Applications / Time Series

TeamWork: Multivariate Time Series Anomaly Detection via Asymmetric Role-aware Channel Modeling

Shiyan Hu · Tengxue Zhang · Jianxin Jin · Xiangfei Qiu · Bin Yang · Chenjuan Guo

OpenReview

作者位次 #5/7ICML 2026Poster· Applications / Time Series

PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering

Junkai Lu · Peng Chen · Xingjian Wu · Yang Shu · Chenjuan Guo · Christian S. Jensen · Bin Yang

推理对齐与偏好检索与知识OpenReview

作者位次 #6/7ICML 2026Poster· Applications / Time Series

Invariant Representation Learning for Source-Free Time Series Forecasting with LLM-Centric Proxy Denoising

Kangjia Yan · Chenxi Liu · Hao Miao · Xinle Wu · Yan Zhao · Chenjuan Guo · Bin Yang

可解释性OpenReview

作者位次 #4/5KDD 2026Oral· Knowledge Discovery & Data Mining

MoST: A Foundation Model for Multi-modality Spatio-temporal Traffic Prediction

Ronghui Xu · Jihao Chen · Jindong Tian · Chenjuan Guo · Bin Yang

多模态检索与知识OpenReview

作者位次 #5/6KDD 2026Oral· Knowledge Discovery & Data Mining

TimeBlocks: Versatile and Continual Time-Series Blockbase

David Campos · Bin Yang · Tung Kieu · Lei Chen · Chenjuan Guo · Christian S. Jensen

检索与知识OpenReview

作者位次 #6/6KDD 2026Oral· Knowledge Discovery & Data Mining

CCD: Capturing Cross-Correlations with Deformable Convolutional Networks for Multivariate Time Series Forecasting

Hanyin Cheng · Xingjian Wu · Xiangfei Qiu · Yang Shu · Bin Yang · Chenjuan Guo

检索与知识OpenReview

作者位次 #5/6KDD 2026Oral· Knowledge Discovery & Data Mining

TiWeaver: Unified Temporal Dynamics Modeling via Contextual Patching

Zhe Li · Jindong Tian · Hao Miao · Zhi Lei · Chenjuan Guo · Bin Yang

检索与知识OpenReview

作者位次 #5/7AAAI 2026Poster· Artificial Intelligence

Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline

Xvyuan Liu · Xiangfei Qiu · Xingjian Wu · Zhengyu Li · Chenjuan Guo · Jilin Hu · Bin Yang

OpenReview

作者位次 #3/6AAAI 2026Poster· Artificial Intelligence

Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing

Junkai Lu · Peng Chen · Chenjuan Guo · Yang Shu · Meng Wang · Bin Yang

OpenReview

Chenjuan Guo

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2026 顶会论文

KITE: Knowledge-Guided Probabilistic Modeling for Time Series Forecasting with Exogenous Variables

TeamWork: Multivariate Time Series Anomaly Detection via Asymmetric Role-aware Channel Modeling

PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering

Invariant Representation Learning for Source-Free Time Series Forecasting with LLM-Centric Proxy Denoising

MoST: A Foundation Model for Multi-modality Spatio-temporal Traffic Prediction

TimeBlocks: Versatile and Continual Time-Series Blockbase

CCD: Capturing Cross-Correlations with Deformable Convolutional Networks for Multivariate Time Series Forecasting

TiWeaver: Unified Temporal Dynamics Modeling via Contextual Patching

Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline

Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing

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