AI for Time Series

AI4TS

AI for Time Series refers to the application of artificial intelligence techniques to analyze and interpret time series data. This includes forecasting, anomaly detection, and pattern recognition in temporal data.

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Towards Explainable and Reliable AI in Finance Albi Isufaj Pablo Mollá Helmut Prendinger AI4TS AIFin 16 0 0 30 Oct 2025
Pre-trained Forecasting Models: Strong Zero-Shot Feature Extractors for Time Series Classification Andreas Auer Daniel Klotz Sebastinan Böck Sepp Hochreiter AI4TS 0 0 0 30 Oct 2025
TV-Rec: Time-Variant Convolutional Filter for Sequential Recommendation Yehjin Shin Jeongwhan Choi Seojin Kim Noseong Park AI4TS 0 0 0 29 Oct 2025
TempoPFN: Synthetic Pre-training of Linear RNNs for Zero-shot Time Series Forecasting Vladyslav Moroshan Julien Siems Arber Zela Timur Carstensen Frank Hutter AI4TS AI4CE 0 0 0 29 Oct 2025
Convolutional Spiking-based GRU Cell for Spatio-temporal Data Yesmine Abdennadher Eleonora Cicciarella Michele Rossi AI4TS 0 0 0 29 Oct 2025
FreIE: Low-Frequency Spectral Bias in Neural Networks for Time-Series Tasks Jialong Sun Xinpeng Ling Jiaxuan Zou Jiawen Kang Kejia Zhang AI4TS 0 0 0 29 Oct 2025
Selective Learning for Deep Time Series Forecasting Yisong Fu Zezhi Shao Chengqing Yu Yujie Li Zhulin An Qi Wang Yongjun Xu Fei Wang AI4TS 0 0 0 29 Oct 2025
From Queries to Insights: Agentic LLM Pipelines for Spatio-Temporal Text-to-SQL Manu Redd Tao Zhe Dongjie Wang AI4TS 0 0 0 29 Oct 2025
Agentic AI: A Comprehensive Survey of Architectures, Applications, and Future Directions Mohamad Abou Ali Fadi Dornaika AI4TS 0 0 0 29 Oct 2025
Causal Ordering for Structure Learning From Time Series Pedro Sanchez Damian Machlanski Steven McDonagh Sotirios A. Tsaftaris CML AI4TS 4 0 0 28 Oct 2025
Language Model Behavioral Phases are Consistent Across Architecture, Training Data, and Scale James A. Michaelov Roger P. Levy Benjamin K. Bergen AI4TS 0 0 0 28 Oct 2025
Learning from History: A Retrieval-Augmented Framework for Spatiotemporal Prediction Hao Jia Penghao Zhao Hao Wu Yuan Gao Yangyu Tao Bin Cui AI4TS AI4CE 2 0 0 28 Oct 2025
OneCast: Structured Decomposition and Modular Generation for Cross-Domain Time Series Forecasting Tingyue Pan Mingyue Cheng Shilong Zhang Zhiding Liu Xiaoyu Tao Yucong Luo Jintao Zhang Qi Liu AI4TS 4 0 0 28 Oct 2025
MIMIC-Sepsis: A Curated Benchmark for Modeling and Learning from Sepsis Trajectories in the ICU Yong Huang Zhongqi Yang Amir-Mohammad Rahmani AI4TS 0 0 0 28 Oct 2025
DistDF: Time-Series Forecasting Needs Joint-Distribution Wasserstein Alignment Hao Wang Licheng Pan Yuan Lu Zhixuan Chu Xiaoxi Li Shuting He Zhichao Chen Haoxuan Li Qingsong Wen Zhouchen Lin AI4TS 0 0 0 28 Oct 2025
From Time and Place to Preference: LLM-Driven Geo-Temporal Context in Recommendations Yejin Kim Shaghayegh Agah Mayur Nankani Neeraj Sharma Feifei Peng Maria Peifer Sardar Hamidian Huimin Huang AI4TS 0 0 0 28 Oct 2025
ARIMA_PLUS: Large-scale, Accurate, Automatic and Interpretable In-Database Time Series Forecasting and Anomaly Detection in Google BigQuery Xi Cheng Weijie Shen Haoming Chen Chaoyi Shen Jean Ortega ... Gang Liu Haiyang Qi Omid Fatemieh Chris Fry Jing Jing Long AI4TS 0 0 0 28 Oct 2025
Spatio-temporal Multivariate Time Series Forecast with Chosen Variables Zibo Liu Zhe Jiang Zelin Xu Tingsong Xiao Yupu Zhang Zhengkun Xiao Haibo Wang Shigang Chen AI4TS 0 0 0 28 Oct 2025
Toward Interpretable Evaluation Measures for Time Series Segmentation Félix Chavelli Paul Boniol Michaël Thomazo AI4TS 12 0 0 27 Oct 2025
DBLoss: Decomposition-based Loss Function for Time Series Forecasting Xiangfei Qiu X. Wu Hanyin Cheng Xvyuan Liu Chenjuan Guo Jilin Hu B. Yang AI4TS 0 1 0 27 Oct 2025
Parallel BiLSTM-Transformer networks for forecasting chaotic dynamics Junwen Ma Mingyu Ge Y. Wang Yong Zhang Weicheng Fu AI4TS 0 0 0 27 Oct 2025
Survey of Multimodal Geospatial Foundation Models: Techniques, Applications, and Challenges Liling Yang Ning Chen Jun Yue Yidan Liu Jiayi Ma Pedram Ghamisi Antonio J. Plaza Leyuan Fang AI4TS 12 0 0 27 Oct 2025
A Survey of Data Agents: Emerging Paradigm or Overstated Hype? Yizhang Zhu Liangwei Wang Chenyu Yang Xiaotian Lin Boyan Li ... Shaolei Zhang Y. Zhang Xuanhe Zhou Guoliang Li Yuyu Luo AI4TS 12 0 0 27 Oct 2025
MAP4TS: A Multi-Aspect Prompting Framework for Time-Series Forecasting with Large Language Models Suchan Lee Jihoon Choi Sohyeon Lee Minseok Song Bong-Gyu Jang Hwanjo Yu S. Han AI4TS 12 0 0 27 Oct 2025
SwiftTS: A Swift Selection Framework for Time Series Pre-trained Models via Multi-task Meta-Learning Tengxue Zhang Biao Ouyang Yang Shu Xinyang Chen Chenjuan Guo B. Yang AI4TS 12 0 0 27 Oct 2025
EMTSF:Extraordinary Mixture of SOTA Models for Time Series Forecasting Musleh Alharthi Kaleel Mahmood Sarosh Patel A. Mahmood AI4TS MoE 61 0 0 27 Oct 2025
AutoStreamPipe: LLM Assisted Automatic Generation of Data Stream Processing Pipelines Abolfazl Younesi Zahra Najafabadi Samani Thomas Fahringer AI4TS 15 0 0 27 Oct 2025
A Survey of AI Scientists: Surveying the automatic Scientists and Research Guiyao Tie P. Zhou Lichao Sun AI4TS 12 0 0 27 Oct 2025
Agentsway -- Software Development Methodology for AI Agents-based Teams Eranga Bandara Ross Gore Xueping Liang Sachini Rajapakse Isurunima Kularathne ... Amin Hass Ng Wee Keong Kasun De Zoysa Aruna Withanage Nilaan Loganathan LLMAG AI4TS AIFin 68 0 0 26 Oct 2025
Learning Without Augmenting: Unsupervised Time Series Representation Learning via Frame Projections B. U. Demirel Christian Holz AI4TS SSL 12 0 0 26 Oct 2025
Traffic flow forecasting, STL decomposition, Hybrid model, LSTM, ARIMA, XGBoost, Intelligent transportation systems Fujiang Yuan Yangrui Fan Xiaohuan Bing Zhen Tian Chunhong Yuan Yankang Li AI4TS 0 0 0 26 Oct 2025
Civic Ground Truth in News Recommenders: A Method for Public Value Scoring James Meese Kyle Herbertson AI4TS 48 0 0 26 Oct 2025
CLEANet: Robust and Efficient Anomaly Detection in Contaminated Multivariate Time Series Songhan Zhang Yuanhao Lai Pengfei Zheng Boxi Yu Xiaoying Tang Qiuai Fu Pinjia He AI4TS 12 0 0 26 Oct 2025
CityRiSE: Reasoning Urban Socio-Economic Status in Vision-Language Models via Reinforcement Learning Tianhui Liu H. Pang Xin Zhang Jie Feng Yong Li Pan Hui OffRL AI4TS 12 0 0 25 Oct 2025
NetBurst: Event-Centric Forecasting of Bursty, Intermittent Time Series Satyandra Guthula Jaber Daneshamooz Charles Fleming Ashish Kundu W. Willinger Arpit Gupta AI4TS 12 0 0 25 Oct 2025
NUM2EVENT: Interpretable Event Reasoning from Numerical time-series Ninghui Feng Yiyan Qi AI4TS 0 0 0 24 Oct 2025
Shylock: Causal Discovery in Multivariate Time Series based on Hybrid Constraints Shuo Li Keqin Xu Jie Liu Dan Ye AI4TS 12 0 0 24 Oct 2025
Benchmarking Catastrophic Forgetting Mitigation Methods in Federated Time Series Forecasting Khaled Hallak Oudom Kem AI4TS 12 0 0 24 Oct 2025
VOGUE: A Multimodal Dataset for Conversational Recommendation in Fashion David Guo Minqi Sun Yilun Jiang Jiazhou Liang Scott Sanner AI4TS 40 0 0 24 Oct 2025
Forecast reconciliation with non-linear constraints Daniele Girolimetto Anastasios Panagiotelis Tommaso Di Fonzo Han Li AI4TS 12 0 0 24 Oct 2025
Unified Implementations of Recurrent Neural Networks in Multiple Deep Learning Frameworks Francesco Martinuzzi AI4TS 12 0 0 24 Oct 2025
Is Temporal Difference Learning the Gold Standard for Stitching in RL? Michał Bortkiewicz Władysław Pałucki M. Ostaszewski Benjamin Eysenbach OffRL AI4TS 12 0 0 24 Oct 2025
REVE: A Foundation Model for EEG -- Adapting to Any Setup with Large-Scale Pretraining on 25,000 Subjects Yassine El Ouahidi Jonathan Lys Philipp Tholke Nicolas Farrugia Bastien Pasdeloup Vincent Gripon Karim Jerbi G. Lioi AI4TS VLM 12 0 0 24 Oct 2025
Unsupervised Anomaly Prediction with N-BEATS and Graph Neural Network in Multi-variate Semiconductor Process Time Series Daniel Sorensen Bappaditya Dey MinJin Hwang S. Halder AI4TS 12 0 0 23 Oct 2025
TAMI: Taming Heterogeneity in Temporal Interactions for Temporal Graph Link Prediction Zhongyi Yu Jianqiu Wu Zhenghao Wu Shuhan Zhong Weifeng Su Chul-Ho Lee Weipeng Zhuo AI4TS 12 0 0 23 Oct 2025
ShapeX: Shapelet-Driven Post Hoc Explanations for Time Series Classification Models Bosong Huang Ming Jin Yuxuan Liang Johan Barthelemy Debo Cheng Qingsong Wen Chenghao Liu Shirui Pan AI4TS 12 0 0 23 Oct 2025
xTime: Extreme Event Prediction with Hierarchical Knowledge Distillation and Expert Fusion Quan Li Wenchao Yu Suhang Wang Minhua Lin Lingwei Chen Wei Cheng Haifeng Chen AI4TS 12 0 0 23 Oct 2025
There is No "apple" in Timeseries: Rethinking TSFM through the Lens of Invariance Arian Prabowo Flora D. Salim AI4TS 12 0 0 23 Oct 2025
Hierarchical Time Series Forecasting with Robust Reconciliation Shuhei Aikawa Aru Suzuki Kei Yoshitake Kanata Teshigawara Akira Iwabuchi Ken Kobayashi Kazuhide Nakata AI4TS 12 0 0 23 Oct 2025
Crisis-Resilient Portfolio Management via Graph-based Spatio-Temporal Learning Zan Li Rui Fan AI4TS 12 0 0 23 Oct 2025

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