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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FusAD: Time-Frequency Fusion with Adaptive Denoising for General Time Series Analysis Da Zhang Bingyu Li Zhiyuan Zhao Feiping Nie Junyu Gao Xuelong Li AI4TS AI4CE 16 0 0 16 Dec 2025
Counterfactual Explanations for Time Series Should be Human-Centered and Temporally Coherent in Interventions Emmanuel C. Chukwu Rianne M. Schouten Monique Tabak Mykola Pechenizkiy AI4TS 8 0 0 16 Dec 2025
FLAME: Flow Enhanced Legendre Memory Models for General Time Series Forecasting Xingjian Wu Hanyin Cheng Xiangfei Qiu Zhengyu Li Jilin Hu Chenjuan Guo Bin Yang AI4TS BDL AI4CE 16 0 0 16 Dec 2025
Multivariate Time Series Forecasting with Hybrid Euclidean-SPD Manifold Graph Neural Networks Yong Fang Na Li Hangguan Shan Eryun Liu Xinyu Li Wei Ni Er-Ping Li AI4TS 4 0 0 16 Dec 2025
SneakPeek: Future-Guided Instructional Streaming Video Generation Cheeun Hong German Barquero Fadime Sener Markos Georgopoulos Edgar Schönfeld Stefan Popov Yuming Du Oscar Mañas Albert Pumarola DiffM VGen AI4TS 16 0 0 15 Dec 2025
Pattern-Guided Diffusion Models Vivian Lin Kuk Jin Jang Wenwen Si Insup Lee DiffM AI4TS 4 0 0 15 Dec 2025
Temporal Tokenization Strategies for Event Sequence Modeling with Large Language Models Zefang Liu Nam H. Nguyen Yinzhu Quan Shi-Xiong Zhang AI4TS 16 0 0 15 Dec 2025
Network-Wide Traffic Volume Estimation from Speed Profiles using a Spatio-Temporal Graph Neural Network with Directed Spatial Attention Léo Hein Giovanni de Nunzio Giovanni Chierchia Aurélie Pirayre Laurent Najman AI4TS 0 0 0 15 Dec 2025
SAGA: Open-World Mobile Manipulation via Structured Affordance Grounding Kuan Fang Yuxin Chen Xinghao Zhu Farzad Niroui Lingfeng Sun Jiuguang Wang LM&Ro AI4TS 8 0 0 14 Dec 2025
DARTs: A Dual-Path Robust Framework for Anomaly Detection in High-Dimensional Multivariate Time Series Xuechun Liu Heli Sun Xuecheng Wu Ruichen Cao Yunyun Shi Dingkang Yang Haoran Li AI4TS 4 0 0 14 Dec 2025
Explainable Artificial Intelligence for Economic Time Series: A Comprehensive Review and a Systematic Taxonomy of Methods and Concepts Agustín García-García Pablo Hidalgo Julio E. Sandubete AI4TS XAI 0 0 0 14 Dec 2025
Neural CDEs as Correctors for Learned Time Series Models Muhammad Bilal Shahid Prajwal Koirla Cody Fleming AI4TS 0 0 0 13 Dec 2025
TwinFormer: A Dual-Level Transformer for Long-Sequence Time-Series Forecasting Mahima Kumavat Aditya Maheshwari AI4TS 0 0 0 13 Dec 2025
Stochastic Volatility Modelling with LSTM Networks: A Hybrid Approach for S&P 500 Index Volatility Forecasting Anna Perekhodko Robert Ślepaczuk AI4TS 0 0 0 13 Dec 2025
HydroDiffusion: Diffusion-Based Probabilistic Streamflow Forecasting with a State Space Backbone Yihan Wang Annan Yu Lujun Zhang Charuleka Varadharajan N. Benjamin Erichson DiffM AI4TS AI4CE 0 0 0 13 Dec 2025
Keep the Lights On, Keep the Lengths in Check: Plug-In Adversarial Detection for Time-Series LLMs in Energy Forecasting Hua Ma Ruoxi Sun Minhui Xue Xingliang Yuan Carsten Rudolph Surya Nepal Ling Liu AI4TS 0 0 0 13 Dec 2025
Automating Historical Insight Extraction from Large-Scale Newspaper Archives via Neural Topic Modeling Keerthana Murugaraj Salima Lamsiyah Marten During Martin Theobald AI4TS 16 0 0 12 Dec 2025
Insight Miner: A Time Series Analysis Dataset for Cross-Domain Alignment with Natural Language Yunkai Zhang Yawen Zhang Ming Zheng Kezhen Chen Chongyang Gao ... Jinmeng Rao Xiaoyuan Guo Chiang-Wei Fang Zeyu Zheng Jie Yang AI4TS 116 0 0 12 Dec 2025
Granite: Granular Runtime Enforcement for GitHub Actions Permissions Mojtaba Moazen Amir.M Ahmadian Musard Balliu AI4TS 16 0 0 12 Dec 2025
The Forecast Critic: Leveraging Large Language Models for Poor Forecast Identification Luke Bhan Hanyu Zhang Andrew Gordon Wilson Michael W. Mahoney Chuck Arvin AI4TS 0 0 0 12 Dec 2025
Integrated Prediction and Multi-period Portfolio Optimization Yuxuan Linghu Zhiyuan Liu Qi Deng AI4TS 16 0 0 12 Dec 2025
SigTime: Learning and Visually Explaining Time Series Signatures Yu-Chia Huang Juntong Chen Dongyu Liu Kwan-Liu Ma AI4TS 4 0 0 12 Dec 2025
Optimizing the Training Diet: Data Mixture Search for Robust Time Series Forecasting Federico Pennino Maurizio Gabbrielli AI4TS OOD 80 0 0 12 Dec 2025
Contrastive Time Series Forecasting with Anomalies Joel Ekstrand Zahra Taghiyarrenani Slawomir Nowaczyk AI4TS 12 0 0 12 Dec 2025
SUMFORU: An LLM-Based Review Summarization Framework for Personalized Purchase Decision Support Yuming Feng Xinrui Jiang AI4TS 12 0 0 12 Dec 2025
Adaptive Information Routing for Multimodal Time Series Forecasting Jun Seo Hyeokjun Choe Seohui Bae Soyeon Park Wonbin Ahn ... Jaehoon Lee Dongwan Kang Minjae Kim Sungdong Yoo Soonyoung Lee AI4TS 68 0 0 11 Dec 2025
UrbanAI 2025 Challenge: Linear vs Transformer Models for Long-Horizon Exogenous Temperature Forecasting Ruslan Gokhman AI4TS 56 0 0 11 Dec 2025
LLM-Empowered Representation Learning for Emerging Item Recommendation Ziying Zhang Quanming Yao Yaqing Wang AI4TS 80 0 0 11 Dec 2025
Predicting the Containment Time of California Wildfires Using Machine Learning Shashank Bhardwaj AI4TS 64 0 0 10 Dec 2025
Mitigating Exposure Bias in Risk-Aware Time Series Forecasting with Soft Tokens Alireza Namazi Amirreza Dolatpour Fathkouhi Heman Shakeri AI4TS 116 0 0 10 Dec 2025
Towards Resilient Transportation: A Conditional Transformer for Accident-Informed Traffic Forecasting Hongjun Wang Jiawei Yong Jiawei Wang Shintaro Fukushima Renhe Jiang AI4TS AI4CE 68 0 0 10 Dec 2025
DB2-TransF: All You Need Is Learnable Daubechies Wavelets for Time Series Forecasting Moulik Gupta Achyut Mani Tripathi AI4TS 20 0 0 10 Dec 2025
DAO-GP Drift Aware Online Non-Linear Regression Gaussian-Process Mohammad Abu-Shaira Ajita Rattani Weishi Shi AI4TS 48 0 0 09 Dec 2025
Protein Secondary Structure Prediction Using Transformers Manzi Kevin Maxime ViT AI4TS 20 0 0 09 Dec 2025
Beyond the Hype: Comparing Lightweight and Deep Learning Models for Air Quality Forecasting Moazzam Umer Gondal Hamad ul Qudous Asma Ahmad Farhan AI4TS 20 0 0 09 Dec 2025
Long-Sequence LSTM Modeling for NBA Game Outcome Prediction Using a Novel Multi-Season Dataset Charles Rios Longzhen Han Almas Baimagambetov Nikolaos Polatidis AI4TS 20 0 0 09 Dec 2025
A Practical Guide for Designing, Developing, and Deploying Production-Grade Agentic AI Workflows Eranga Bandara Ross Gore Peter Foytik Sachin Shetty Ravi Mukkamala ... Sachini Rajapakse Ng Wee Keong Kasun De Zoysa Aruna Withanage Nilaan Loganathan AI4TS 68 0 0 09 Dec 2025
Monitoring Deployed AI Systems in Health Care Timothy Keyes Alison Callahan Abby S. Pandya Nerissa Ambers Juan M. Banda ... Nikesh Kotecha Anurang Revri Michael A. Pfeffer Nigam H. Shah Sneha S. Jain AI4TS AI4MH 80 0 0 09 Dec 2025
SPROCKET: Extending ROCKET to Distance-Based Time-Series Transformations With Prototypes Nicholas Harner AI4TS 24 0 0 09 Dec 2025
Weighted Contrastive Learning for Anomaly-Aware Time-Series Forecasting Joel Ekstrand Tor Mattsson Zahra Taghiyarrenani Slawomir Nowaczyk Jens Lundström Mikael Lindén AI4TS 61 0 0 08 Dec 2025
Less is More: Non-uniform Road Segments are Efficient for Bus Arrival Prediction Zhen Huang Jiaxin Deng Jiayu Xu Junbiao Pang Haitao Yu AI4TS 64 0 0 08 Dec 2025
Dual-Stream Cross-Modal Representation Learning via Residual Semantic Decorrelation Xuecheng Li Weikuan Jia Alisher Kurbonaliev Qurbonaliev Alisher Khudzhamkulov Rustam Ismoilov Shuhratjon Eshmatov Javhariddin Yuanjie Zheng AI4TS 46 0 0 08 Dec 2025
FRWKV:Frequency-Domain Linear Attention for Long-Term Time Series Forecasting Qingyuan Yang Shizhuo Deng Dongyue Chen Da Teng Zehua Gan AI4TS 76 0 0 08 Dec 2025
GatedFWA: Linear Flash Windowed Attention with Gated Associative Memory Jiaxu Liu Yuhe Bai Christos-Savvas Bouganis AI4TS 28 0 0 08 Dec 2025
Time Series Foundation Models for Process Model Forecasting Yongbo Yu Jari Peeperkorn Johannes De Smedt Jochen De Weerdt AI4TS AI4CE 40 0 0 08 Dec 2025
Provable Long-Range Benefits of Next-Token Prediction Xinyuan Cao Santosh S. Vempala AI4TS RALM 80 0 0 08 Dec 2025
TRACE: A Generalizable Drift Detector for Streaming Data-Driven Optimization Yuan-Ting Zhong Ting Huang Xiaolin Xiao Yue-Jiao Gong AI4TS 136 0 0 08 Dec 2025
UniDiff: A Unified Diffusion Framework for Multimodal Time Series Forecasting Da Zhang Bingyu Li Zhuyuan Zhao Junyu Gao Feiping Nie Xuelong Li AI4TS 73 0 0 08 Dec 2025
Bridging the Clinical Expertise Gap: Development of a Web-Based Platform for Accessible Time Series Forecasting and Analysis Aaron D. Mullen Daniel R. Harris Svetla Slavova V.K. Cody Bumgardner AI4TS 24 0 0 08 Dec 2025
Living the Novel: A System for Generating Self-Training Timeline-Aware Conversational Agents from Novels Yifei Huang Tianyu Yan Sitong Gong Xiwei Gao Caixin Kang Ruicong Liu Huchuan Lu Bo Zheng LLMAG AI4TS 24 0 0 08 Dec 2025

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