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2026 顶会论文

作者位次 #7/7ICLR 2026Poster

ASTGI: Adaptive Spatio-Temporal Graph Interactions for Irregular Multivariate Time Series Forecasting

Xvyuan Liu · Xiangfei Qiu · Hanyin Cheng · Xingjian Wu · Guo · Bin Yang · Jilin Hu

OpenReview

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

GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables

Zhengyu Li · Xiangfei Qiu · Yuhan Zhu · Xingjian Wu · Jilin Hu · Guo · Bin Yang

OpenReview

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

PolarFormer: Radial-Angular Latent Modeling for Unconditional Time Series Generation

Jiahong Lyu · Hongfan Gao · Wangmeng Shen · Qingsong Zhong · Jilin Hu

检索与知识OpenReview

作者位次 #3/8KDD 2026Oral· Knowledge Discovery & Data Mining

REFINE: Trajectory Representation Learning via Closed-Loop Transcription

Sean Bin Yang · Ying Sun · Jilin Hu · Zongyi Xu · Kristian Torp · Hua Lu · Bin Yang · Christian S. Jensen

可解释性检索与知识OpenReview

作者位次 #10/10KDD 2026Oral· Knowledge Discovery & Data Mining

MEMTS: Internalizing Domain Knowledge via Parameterized Memory for Retrieval-Free Domain Adaptation of Time Series Foundation Models

Xiaoyun Yu · Li Fan · Xiangfei Qiu · Nanqing Dong · Yonggui Huang · Honggang Qi · Geguang Pu · Wanli Ouyang · Xi Chen · Jilin Hu

检索与知识OpenReview

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

SculptDrug: A Spatial Condition-Aware Bayesian Flow Model for Structure-based Drug Design

Qingsong Zhong · Haomin Yu · Yan Lin · Wangmeng Shen · Long Zeng · Jilin Hu

OpenReview

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

DiffMM: Efficient Method for Accurate Noisy and Sparse Trajectory Map Matching via One Step Diffusion

Chenxu Han · Sean Bin Yang · Jilin Hu

效率与系统OpenReview

作者位次 #8/9AAAI 2026Poster· Artificial Intelligence

Spatial-Temporal Feedback Diffusion Guidance for Controlled Traffic Imputation

Xiaowei Mao · Huihu Ding · Yan Lin · Tingrui Wu · Shengnan Guo · Dazhuo Qiu · Feiling Fang · Jilin Hu · Huaiyu Wan

OpenReview

作者位次 #6/7AAAI 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

Jilin Hu

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2026 顶会论文

ASTGI: Adaptive Spatio-Temporal Graph Interactions for Irregular Multivariate Time Series Forecasting

GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables

PolarFormer: Radial-Angular Latent Modeling for Unconditional Time Series Generation

REFINE: Trajectory Representation Learning via Closed-Loop Transcription

MEMTS: Internalizing Domain Knowledge via Parameterized Memory for Retrieval-Free Domain Adaptation of Time Series Foundation Models

SculptDrug: A Spatial Condition-Aware Bayesian Flow Model for Structure-based Drug Design

DiffMM: Efficient Method for Accurate Noisy and Sparse Trajectory Map Matching via One Step Diffusion

Spatial-Temporal Feedback Diffusion Guidance for Controlled Traffic Imputation

Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline

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