Title
Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting Yueyang Yao Jiajun Li Xingyuan Dai MengMeng Zhang Xiaoyan Gong Fei-Yue Wang Yisheng Lv AI4TS 24 0 0 16 May 2025
Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning Yuanzhao Zhang William Gilpin AI4TS 17 0 0 16 May 2025
Informed Forecasting: Leveraging Auxiliary Knowledge to Boost LLM Performance on Time Series Forecasting Mohammadmahdi Ghasemloo Alireza Moradi AI4TS 21 0 0 15 May 2025
Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation Chenxi Liu Hao Miao Qianxiong Xu Shaowen Zhou Cheng Long Yan Zhao Ziyue Li Rui Zhao AI4TS 37 2 0 04 May 2025
How Effective are Large Time Series Models in Hydrology? A Study on Water Level Forecasting in Everglades Rahuul Rangaraj Jimeng Shi Azam Shirali Rajendra Paudel Yanzhao Wu Giri Narasimhan 43 0 0 02 May 2025
Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts Wenfa Wu Guanyu Zhang Zheng Tan Yi Wang Hongsheng Qi AI4TS 52 1 0 02 May 2025
Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations Yu-Hsiang Lan Anton Alyakin AI4TS 26 0 0 01 May 2025
Multimodal Conditioned Diffusive Time Series Forecasting Chen Su Yuanhe Tian Yan Song DiffM AI4TS 60 0 0 28 Apr 2025
Enhancing TCR-Peptide Interaction Prediction with Pretrained Language Models and Molecular Representations Cong Qi Hanzhang Fang Siqi Jiang Tianxing Hu Wei Zhi 27 0 0 22 Apr 2025
Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Jia Liu Cheng Jinguo Xia Fang Zhenyuan Ma Yuankai Wu CLL AI4TS LRM 42 0 0 20 Apr 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 32 0 0 19 Apr 2025
Forecasting from Clinical Textual Time Series: Adaptations of the Encoder and Decoder Language Model Families Shahriar Noroozizadeh Sayantan Kumar Jeremy C. Weiss AI4TS 28 0 0 14 Apr 2025
Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs Taibiao Zhao Xiaobing Chen Mingxuan Sun AI4TS 38 0 0 10 Apr 2025
From Text to Time? Rethinking the Effectiveness of the Large Language Model for Time Series Forecasting Xinyu Zhang Shanshan Feng Xutao Li AI4TS 26 0 0 09 Apr 2025
Evaluation of the impact of expert knowledge: How decision support scores impact the effectiveness of automatic knowledge-driven feature engineering (aKDFE) Olof Björneld Tora Hammar Daniel Nilsson Alisa Lincke Welf Löwe 18 0 0 08 Apr 2025
Foundation Models for Time Series: A Survey Siva Rama Krishna Kottapalli Karthik Hubli Sandeep Chandrashekhara Garima Jain Sunayana Hubli Gayathri Botla Ramesh Doddaiah AI4TS AI4CE 27 0 0 05 Apr 2025
Efficient Model Selection for Time Series Forecasting via LLMs Wang Wei Tiankai Yang Hongjie Chen Ryan Rossi Yue Zhao Franck Dernoncourt Hoda Eldardiry AI4TS 31 1 0 02 Apr 2025
UniFault: A Fault Diagnosis Foundation Model from Bearing Data Emadeldeen Eldele Mohamed Ragab Xu Qing Edward Zhenghua Chen Min Wu Xiaomeng Li Jay Lee AI4CE 33 0 0 02 Apr 2025
Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting Reza Nematirad Anil Pahwa Balasubramaniam Natarajan AI4TS 35 1 0 31 Mar 2025
CITRAS: Covariate-Informed Transformer for Time Series Forecasting Yosuke Yamaguchi Issei Suemitsu Wenpeng Wei AI4TS 48 0 0 31 Mar 2025
LLM4FS: Leveraging Large Language Models for Feature Selection and How to Improve It Jianhao Li Xianchao Xiu 42 0 0 31 Mar 2025
Ethereum Price Prediction Employing Large Language Models for Short-term and Few-shot Forecasting Eftychia Makri Georgios Palaiokrassas Sarah Bouraga Antigoni Polychroniadou Leandros Tassiulas AIFin 32 0 0 29 Mar 2025
Leveraging Language Models for Analyzing Longitudinal Experiential Data in Education Ahatsham Hayat Bilal Khan Mohammad Hasan AI4Ed 73 0 0 27 Mar 2025
A Multi-Modal Knowledge-Enhanced Framework for Vessel Trajectory Prediction Haomin Yu Tianyi Li Kristian Torp Christian S. Jensen 46 0 0 27 Mar 2025
LeForecast: Enterprise Hybrid Forecast by Time Series Intelligence Zheng Tan Yiwen Nie Wenfa Wu Guanyu Zhang Yanze Liu ... Chao Yang Jiaxuan Fan Yuan He Hongsheng Qi Yangzhou Du AI4TS 42 0 0 27 Mar 2025
Refining Time Series Anomaly Detectors using Large Language Models Alan Yang Yulin Chen Sean Lee Venus Montes AI4TS 35 0 0 26 Mar 2025
Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting Davide Villaboni A. Castellini Ivan Luciano Danesi Alessandro Farinelli AI4TS 58 0 0 22 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 45 0 0 22 Mar 2025
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation Ashraf Ghiye Baptiste Barreau Laurent Carlier Michalis Vazirgiannis 81 1 0 18 Mar 2025
Can LLMs Understand Time Series Anomalies? Zihao Zhou Rose Yu AI4TS 82 8 0 13 Mar 2025
BeamLLM: Vision-Empowered mmWave Beam Prediction with Large Language Models Can Zheng Jiguang He Guofa Cai Zitong Yu Chung G. Kang 43 0 0 13 Mar 2025
Data Driven Decision Making with Time Series and Spatio-temporal Data Bin Yang Yuxuan Liang Chenjuan Guo Christian S. Jensen AI4TS 142 1 0 11 Mar 2025
LangTime: A Language-Guided Unified Model for Time Series Forecasting with Proximal Policy Optimization Wenzhe Niu Zongxia Xie Yanru Sun Wei He Man Xu Chao Hao AI4TS 50 1 0 11 Mar 2025
TVNet: A Novel Time Series Analysis Method Based on Dynamic Convolution and 3D-Variation Chenghan Li Mingchen Li Ruisheng Diao AI4TS 60 0 0 10 Mar 2025
A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph Shule Hao Junpeng Bao Chuncheng Lu AI4TS KELM 49 0 0 10 Mar 2025
TimeFound: A Foundation Model for Time Series Forecasting Congxi Xiao Jingbo Zhou Yixiong Xiao Xinjiang Lu Le Zhang Hui Xiong AI4TS 49 0 0 06 Mar 2025
TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster Kanghui Ning Zijie Pan Yu Liu Yushan Jiang J. Zhang Kashif Rasul Anderson Schneider Lintao Ma Yuriy Nevmyvaka Dongjin Song VLM AI4TS 57 1 0 06 Mar 2025
Small but Mighty: Enhancing Time Series Forecasting with Lightweight LLMs Haoran Fan Bin Li Yixuan Weng Shoujun Zhou AI4TS 62 0 0 05 Mar 2025
Teaching Metric Distance to Autoregressive Multimodal Foundational Models Jiwan Chung Saejin Kim Yongrae Jo J. Park Dongjun Min Youngjae Yu 73 0 0 04 Mar 2025
RAAD-LLM: Adaptive Anomaly Detection Using LLMs and RAG Integration Alicia Russell-Gilbert Sudip Mittal Shahram Rahimi Maria Seale Joseph E. Jabour Thomas Arnold Joshua Church 41 0 0 04 Mar 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modelling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang R. Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 140 3 0 04 Mar 2025
HOP: Heterogeneous Topology-based Multimodal Entanglement for Co-Speech Gesture Generation Hongye Cheng Tianyu Wang Guangsi Shi Zexing Zhao Yanwei Fu SLR 47 1 0 03 Mar 2025
Large AI Model for Delay-Doppler Domain Channel Prediction in 6G OTFS-Based Vehicular Networks Jianzhe Xue Dongcheng Yuan Zhanxi Ma Tiankai Jiang Yu Sun Haibo Zhou Xuemin Shen 68 0 0 03 Mar 2025
Patch-wise Structural Loss for Time Series Forecasting Dilfira Kudrat Zongxia Xie Yanru Sun Tianyu Jia Q. Hu AI4TS 141 0 0 02 Mar 2025
SafeAuto: Knowledge-Enhanced Safe Autonomous Driving with Multimodal Foundation Models Junzhe Zhang Xuan Yang T. Wang Yu Yao Aleksandr Petiushko B. Li 35 0 0 28 Feb 2025
SeisMoLLM: Advancing Seismic Monitoring via Cross-modal Transfer with Pre-trained Large Language Model Xinyu Wang Feng Liu Rui Su Zhilin Wang Junlin Wu Wanli Ouyang VLM 133 0 0 27 Feb 2025
AutoCas: Autoregressive Cascade Predictor in Social Networks via Large Language Models Yuhao Zheng Chenghua Gong Rui Sun Juyuan Zhang Liming Pan Linyuan Lv 37 0 0 25 Feb 2025
FLARE: A Framework for Stellar Flare Forecasting using Stellar Physical Properties and Historical Records Bingke Zhu Xiaoxiao Wang Minghui Jia Yihan Tao Xiao Kong Ali Luo Yingying Chen Ming Tang J. T. Wang 47 0 0 25 Feb 2025
Zero-shot Load Forecasting for Integrated Energy Systems: A Large Language Model-based Framework with Multi-task Learning Jiaheng Li Donghe Li Ye Yang Huan Xi Yu Xiao Li Sun Dou An Qingyu Yang AI4TS 65 0 0 24 Feb 2025
TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time Series Representation Daoyu Wang Mingyue Cheng Ziqiang Liu Qiang Liu Enhong Chen AI4TS DiffM 53 1 0 24 Feb 2025