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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PRISM: A hierarchical multiscale approach for time series forecasting Zihao Chen Alexandre Andre Wenrui Ma Ian Knight Sergey Shuvaev Eva Dyer AI4TS 0 0 0 31 Dec 2025
HiGR: Efficient Generative Slate Recommendation via Hierarchical Planning and Multi-Objective Preference Alignment Yunsheng Pang Zijian Liu Yudong Li Shaojie Zhu Zijian Luo ... Bin Wang Kai Jiang Hongyong Yu Chengxiang Zhuo Zang Li AI4TS 4 0 0 31 Dec 2025
Factorized Learning for Temporally Grounded Video-Language Models Wenzheng Zeng Difei Gao Mike Zheng Shou Hwee Tou Ng AI4TS 140 0 0 30 Dec 2025
SenseNova-MARS: Empowering Multimodal Agentic Reasoning and Search via Reinforcement Learning Yong Xien Chng Tao Hu Wenwen Tong Xueheng Li Jiandong Chen ... Hanming Deng Chengjun Xie Gao Huang Dahua Lin Lewei Lu AI4TS VLM LRM 4 0 0 30 Dec 2025
DRL-TH: Jointly Utilizing Temporal Graph Attention and Hierarchical Fusion for UGV Navigation in Crowded Environments Ruitong Li Lin Zhang Yuenan Zhao Chengxin Liu Ran Song Wei Zhang AI4TS 0 0 0 30 Dec 2025
Generative forecasting with joint probability models Patrick Wyrod Ashesh Chattopadhyay Daniele Venturi AI4TS 0 0 0 30 Dec 2025
Causify DataFlow: A Framework For High-performance Machine Learning Stream Computing Giacinto Paolo Saggese Paul Smith AI4TS AI4CE 0 0 0 30 Dec 2025
Time-Aware Adaptive Side Information Fusion for Sequential Recommendation Jie Luo Wenyu Zhang Xinming Zhang Yuan Fang AI4TS 0 0 0 30 Dec 2025
Flow Matching Neural Processes Hussen Abu Hamad Dan Rosenbaum BDL AI4TS 88 0 0 29 Dec 2025
Calibrated Multi-Level Quantile Forecasting Tiffany Ding Isaac Gibbs Ryan J. Tibshirani AI4TS 16 0 0 29 Dec 2025
Random Controlled Differential Equations Francesco Piatti Thomas Cass William F. Turner AI4TS BDL 147 0 0 29 Dec 2025
Efficient Deep Learning for Short-Term Solar Irradiance Time Series Forecasting: A Benchmark Study in Ho Chi Minh City Tin Hoang AI4TS 0 0 0 29 Dec 2025
Exploiting the Prior of Generative Time Series Imputation YuYang Miao Chang Li Zehua Chen DiffM AI4TS 0 0 0 29 Dec 2025
SAMP-HDRL: Segmented Allocation with Momentum-Adjusted Utility for Multi-agent Portfolio Management via Hierarchical Deep Reinforcement Learning Xiaotian Ren Nuerxiati Abudurexiti Zhengyong Jiang Angelos Stefanidis Hongbin Liu Jionglong Su AI4TS 0 0 0 28 Dec 2025
Causality-Inspired Safe Residual Correction for Multivariate Time Series Jianxiang Xie Yuncheng Hua AI4TS KELM 116 0 0 27 Dec 2025
Gold Price Prediction Using Long Short-Term Memory and Multi-Layer Perceptron with Gray Wolf Optimizer Hesam Taghipour Alireza Rezaee Farshid Hajati AI4TS 0 0 0 27 Dec 2025
Chain-of-thought Reviewing and Correction for Time Series Question Answering Chen Su Yuanhe Tian Yan Song KELM AI4TS LRM 16 0 0 27 Dec 2025
HINTS: Extraction of Human Insights from Time-Series Without External Sources Sheo Yon Jhin Noseong Park AI4TS 0 0 0 27 Dec 2025
TimePerceiver: An Encoder-Decoder Framework for Generalized Time-Series Forecasting Jaebin Lee Hankook Lee AI4TS 0 0 0 27 Dec 2025
What Matters in Deep Learning for Time Series Forecasting? Valentina Moretti Andrea Cini Ivan Marisca Cesare Alippi AI4TS OOD 120 0 0 27 Dec 2025
Expert System for Bitcoin Forecasting: Integrating Global Liquidity via TimeXer Transformers Sravan Karthick T AI4TS 0 0 0 26 Dec 2025
MASFIN: A Multi-Agent System for Decomposed Financial Reasoning and Forecasting Marc S. Montalvo Hamed Yaghoobian AIFin LLMAG AI4TS 116 0 0 26 Dec 2025
TimeBill: Time-Budgeted Inference for Large Language Models Qi Fan An Zou Yehan Ma AI4TS 36 0 0 26 Dec 2025
Cost-Aware Text-to-SQL: An Empirical Study of Cloud Compute Costs for LLM-Generated Queries Saurabh Deochake Debajyoti Mukhopadhyay AI4TS 0 0 0 26 Dec 2025
Explainable Statute Prediction via Attention-based Model and LLM Prompting Sachin Pawar Girish Keshav Palshikar Anindita Sinha Banerjee Nitin Ramrakhiyani Basit Ali AILaw AI4TS ELM 28 0 0 26 Dec 2025
Compliance Rating Scheme: A Data Provenance Framework for Generative AI Datasets Matyas Bohacek Ignacio Vilanova Echavarri AI4TS 0 0 0 25 Dec 2025
RAPTOR: Real-Time High-Resolution UAV Video Prediction with Efficient Video Attention Zhan Chen Zile Guo Enze Zhu Peirong Zhang Xiaoxuan Liu Lei Wang Yidan Zhang AI4TS VGen 8 0 0 25 Dec 2025
RefineBridge: Generative Bridge Models Improve Financial Forecasting by Foundation Models Anthony Bolton Wuyang Zhou Zehua Chen Giorgos Iacovides Danilo Mandic AI4TS 0 0 0 25 Dec 2025
Enforcing Temporal Constraints for LLM Agents Adharsh Kamath Sishen Zhang Calvin Xu Shubham Ugare Gagandeep Singh Sasa Misailovic LLMAG AI4TS 0 0 0 25 Dec 2025
A Mechanistic Analysis of Transformers for Dynamical Systems Gregory Duthé Nikolaos Evangelou Wei Liu Ioannis G. Kevrekidis Eleni Chatzi AI4TS AI4CE 36 0 0 24 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 225 0 0 24 Dec 2025
Dynamic Attention (DynAttn): Interpretable High-Dimensional Spatio-Temporal Forecasting (with Application to Conflict Fatalities) Stefano M. Iacus Haodong Qi Marcello Carammia Thomas Juneau AI4TS 76 0 0 24 Dec 2025
Deep Learning for Spatio-Temporal Fusion in Land Surface Temperature Estimation: A Comprehensive Survey, Experimental Analysis, and Future Trends Sofiane Bouaziz A. Hafiane R. Canals Rachid Nedjai AI4TS 143 4 0 24 Dec 2025
Shared Representation Learning for High-Dimensional Multi-Task Forecasting under Resource Contention in Cloud-Native Backends Zixiao Huang Jixiao Yang Sijia Li Chi Zhang Jinyu Chen Chengda Xu AI4TS 36 0 0 24 Dec 2025
C3RL: Rethinking the Combination of Channel-independence and Channel-mixing from Representation Learning Shusen Ma Yun-Bo Zhao Yu Kang AI4TS 52 0 0 24 Dec 2025
Parallel Token Prediction for Language Models Felix Draxler Justus Will Farrin Marouf Sofian Theofanis Karaletsos Sameer Singh Stephan Mandt AI4TS 52 0 0 24 Dec 2025
Emergent temporal abstractions in autoregressive models enable hierarchical reinforcement learning Seijin Kobayashi Yanick Schimpf Maximilian Schlegel Angelika Steger Maciej Wolczyk ... Rif A. Saurous James Manyika Blaise Agüera y Arcas Alexander Meulemans João Sacramento AI4TS AIFin 348 0 0 23 Dec 2025
From Pixels to Predicates Structuring urban perception with scene graphs Yunlong Liu Shuyang Li Pengyuan Liu Yu Zhang Rudi Stouffs AI4TS 64 0 0 22 Dec 2025
ASTIF: Adaptive Semantic-Temporal Integration for Cryptocurrency Price Forecasting Hafiz Saif Ur Rehman Ling Liu Kaleem Ullah Qasim AI4TS 28 0 0 21 Dec 2025
Benchmarking neural surrogates on realistic spatiotemporal multiphysics flows Runze Mao Rui Zhang Xuan Bai Tianhao Wu Teng Zhang ... Haobu Gao Xiaohang Fang Han Li Hao Sun Zhi X. Chen AI4TS AI4CE 72 0 0 21 Dec 2025
Spatially-informed transformers: Injecting geostatistical covariance biases into self-attention for spatio-temporal forecasting Yuri Calleo AI4TS 72 0 0 19 Dec 2025
A lightweight Spatial-Temporal Graph Neural Network for Long-term Time Series Forecasting Henok Tenaw Moges Deshendran Moodley AI4TS 68 0 0 19 Dec 2025
CauSTream: Causal Spatio-Temporal Representation Learning for Streamflow Forecasting Shu Wan Reepal Shah John Sabo Huan Liu K. Selçuk Candan AI4TS 60 0 0 18 Dec 2025
UniCoMTE: A Universal Counterfactual Framework for Explaining Time-Series Classifiers on ECG Data Justin Li Efe Sencan Jasper Zheng Duan Vitus J. Leung Stephen Tsaur Ayse K. Coskun AI4TS BDL FAtt 349 0 0 18 Dec 2025
Towards Reproducibility in Predictive Process Mining: SPICE -- A Deep Learning Library Oliver Stritzel Nick Hühnerbein Simon Rauch Itzel Zarate Lukas Fleischmann Moike Buck Attila Lischka Christian Frey AI4TS 56 0 0 18 Dec 2025
Digitizing Nepal's Written Heritage: A Comprehensive HTR Pipeline for Old Nepali Manuscripts Anjali Sarawgi Esteban Garces Arias Christof Zotter AI4TS 60 0 0 18 Dec 2025
The Social Responsibility Stack: A Control-Theoretic Architecture for Governing Socio-Technical AI Otman A. Basir AI4TS 104 0 0 18 Dec 2025
TimeSeries2Report prompting enables adaptive large language model management of lithium-ion batteries Jiayang Yang Chunhui Zhao Martin Guay Zhixing Cao AI4TS 68 0 0 18 Dec 2025
See It Before You Grab It: Deep Learning-based Action Anticipation in Basketball Arnau Barrera Roy Albert Clapés Sintes AI4TS 29 0 0 17 Dec 2025
Conversational Time Series Foundation Models: Towards Explainable and Effective Forecasting Defu Cao Michael Gee Jinbo Liu Hengxuan Wang Wei Yang Rui Wang Yan Liu AI4TS 60 0 0 17 Dec 2025

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