AAAI 2024 时序和时空论文总结

AAAI今年共有12100篇投稿（Main Technical Track），有9862篇经过严格审稿，共录取了2342篇论文，录取率23.75%。12月19日，为AAAI 2024camera-ready的截止日期，AAAI 24效率很高，也很快放出了录取论文的标题和作者。AAAI 2024将在2024年2月20日到27日于加拿大温哥华举行。本文总结了2024 AAAI上有关包括时间序列预测，分

suzukiwudi

3983人浏览 · 2023-12-21 15:45:34

suzukiwudi · 2023-12-21 15:45:34 发布

AAAI今年共有12100篇投稿（Main Technical Track），有9862篇经过严格审稿，共录取了2342篇论文，录取率23.75%。

12月19日，为AAAI 2024camera-ready的截止日期，AAAI 24效率很高，也很快放出了录取论文的标题和作者。

AAAI 2024将在2024年2月20日到27日于加拿大温哥华举行。

本文总结了2024 AAAI上有关时空数据（spatial-temporal）包括交通预测，轨迹表示学习，信控优化等工作以及时间序列（time series）数据包括时间序列预测，分类，异常检测，因果发现等相关论文。
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时间序列（time series）

论文：MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting
作者：Cai, Wanlin; Liang, Yuxuan; LIU, XIANGGEN; Feng, Jianshuai; Wu, Yuankai*
关键词：多元时间序列预测，相关性

论文：HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting
作者：Huang, Qihe*; Shen, Lei; Zhang, Ruixin; Cheng, Jiahuan; Ding, Shouhong; Zhou, Zhengyang ; Wang, Yang

关键词：多层级，多元时间序列预测

论文：Energy-efficient Streaming Time Series Classification with Attentive Power Iteration
作者：Huang, Hao*; Shah, Tapan; Evans, Scott; Yoo, Shinjae

关键词：时间序列分类

论文：Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting
作者：Li, Yanhong; Xu, Jack; Anastasiu, David C*

关键词：长时预测

论文：Latent Diffusion Transformer for Probabilistic Time Series Forecasting
作者：Feng, Shibo*; Miao, Chunyan; Zhang, Zhong; Zhao, Peilin
关键词：扩散Transfomer，概率时间预测

论文：Graph Contextual Contrasting for Multivariate Time Series Classification
作者：Wang, Yucheng*; Xu, Yuecong; Yang, Jianfei; Wu, Min; Li, Xiaoli; Xie, Lihua; Chen, Zhenghua
关键词：多元时间序列分类，图对比

论文：U-Mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting
作者：Ma, Xiang; Li, Xuemei; Fang, Lexin; Zhao, Tianlong; Zhang, Caiming*
关键词：平稳性校正，时间序列预测

论文：GraFITi: Graphs for Forecasting Irregularly Sampled Time Series
作者：Yalavarthi, Vijaya Krishna*; Madhusudhanan, Kiran; Scholz, Randolf; Ahmed, Nourhan; Burchert, Johannes; Jawed, Shayan; Born, Stefan; Schmidt-Thieme, Lars
关键词：不规则时间序列，图（Graph）

论文：IVP-VAE: Modeling EHR Time Series with Initial Value Problem Solvers
作者：Xiao, Jingge*; Basso, Leonie; Nejdl, Wolfgang; Ganguly, Niloy; Sikdar, Sandipan
关键词：时间序列建模（EHR）

论文：Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting
作者：Wang, Muyao*; Chen, Wenchao; Chen, Bo
关键词：非平稳性，多层级，多元时间序列

论文：Cross-Domain Contrastive Learning for Time Series Clustering
作者：Peng, Furong*; jike, luo; Lu, Xuan; Wang, Sheng; Li, Feijiang
关键词：跨域对比学习，时间序列聚类

论文：SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation
作者：Ryu, Hyun*; Yoon, Sunjae; Yoon, Hee Suk; Yoon, Eunseop; Yoo, Chang D.
关键词：谱域、时间序列数据增强

论文：TimesURL: Self-supervised Contrastive Learning for Universal Time Series Representation Learning
作者：Liu, jiexi*; Chen, Songcan
关键词：自监督，对比学习，时间序列表示学习

论文：CGS-Mask: Making Time Series Predictions Intuitive for All
作者：Lu, Feng; Li, Wei*; Sun, Yifei; Song, Cheng; Yufei, Ren; Zomaya, Albert
关键词：时间序列预测，可解释性（intuitive，不知道是可解释还是很简单的模型）

论文：Diffusion Language-Shapelets for Semisupervised Time-series Classification
作者：Liu, Zhen; Pei, Wenbin; Lan, Disen; Ma, Qianli*
关键词：半监督，Shapelet，时间序列分类

论文：CUTS+: High-dimensional Causal Discovery from Irregular Time-series
作者：Cheng, Yuxiao*; Li, Lianglong; Xiao, Tingxiong; li, zongren; Suo, Jinli; He, Kunlun; Dai, Qionghai
关键词：因果发现，不规则时间序列

论文：When Model Meets New Normals: Test-time Adaptation for Unsupervised Time-series Anomaly Detection
作者：Kim, Dongmin*; Park, Sunghyun ; Choo, Jaegul
关键词：无监督，Test-time Adaptation（TTA），时间序列异常检测

时空数据（spatial-temporal data）

论文：KGTS: Contrastive Trajectory Similarity Learning over Prompt Knowledge Graph Embedding
作者：Chen, Zhen; Zhang, Dalin; Feng, Shanshan; Chen, Kaixuan; Chen, Lisi; Han, Peng; Shang, Shuo*
关键词：对比学习，轨迹相似度，知识图谱，表示学习

论文：Hawkes-enhanced Spatial-Temporal Hypergraph Contrastive Learning based on Criminal Correlations
作者：Liang, Ke*; Zhou, Sihang; Liu, Meng; Liu, Yue; Tu, Wenxuan; Zhang, Yi; Fang, Liming; Liu, Zhe; Liu, Xinwang
关键词：犯罪预测，时空超图，对比学习

论文：Spatial-Temporal Interplay in Human Mobility: A Hierarchical Reinforcement Learning Approach with Hypergraph Representation
作者：Zhang, Zhaofan; Xiao, Yanan; Jiang, Lu; Yang, Dingqi; Yin, Minghao; Wang, Pengyang*
关键词：人类移动性，超图，多层次，强化学习

论文：Fully-Connected Spatial-Temporal Graph for Multivariate Time Series Data
作者：Wang, Yucheng*; Xu, Yuecong; Yang, Jianfei; Wu, Min; Li, Xiaoli; Xie, Lihua; Chen, Zhenghua
关键词：时空图，多元时间序列

论文：Towards Streaming Spatial-Temporal Graph Learning: A Decoupled Perspective
作者：Wang, Binwu; Wang, Pengkun; Zhang, Yudong; Wang, Xu; Zhou, Zhengyang ; Bai, Lei; Wang, Yang*
关键词：时空图，解耦

论文：Earthfarsser: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model
作者：Wu, Hao*; Liang, Yuxuan; Xiong, Wei; Zhou, Zhengyang ; Huang, Wei; wang, shilong; wang, kun
关键词：时空动态系统，气象预测

论文：CI-STHPAN: Pre-Trained Attention Network for Stock Selection with Channel-Independent Spatio-Temporal Hypergraph
作者：Xia, Hongjie; Ao, Huijie; Li, Long; Liu, Yu; Liu, Sen; Ye, Guangnan*; Chai, Hongfeng
关键词：预训练，通道独立（CI）,时空超图

论文：Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting
作者：Kong, Weiyang; Guo, Ziyu; Liu, Yubao*
关键词：交通预测，时空图神经网络

论文：Prompt to transfer: Sim-to-real Transfer for Traffic Signal Control with Prompt Learning
作者：Da, Longchao; Gao, Mingquan; Wei, Hua*; Da, Longchao; mei, hao
关键词：提示学习，信控优化，sim2real

论文：Urban Region Embedding via Multi-View Contrastive Prediction
作者：Li, Zechen; Huang, Weiming; Zhao, Kai; Yang, Min; Gong, Yongshun; Chen, Meng*
关键词：表示学习，对比学习

论文：Successive POI Recommendation via Brain-inspired Spatiotemporal Aware Representation
作者：Ma, Gehua ; Wang, He; Zhao, Jingyuan; Yan, Rui; Tang, Huajin*
关键词：POI推荐，脑启发式

论文：Learning Time Slot Preferences via Mobility Tree for Next POI Recommendation
作者：Huang, Tianhao Alex; Pan, Xuan; Cai, Xiangrui*; ZHANG, Ying; Yuan, Xiaojie
关键词：POI推荐

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