Are Transformers Effective for Time Series Forecasting?

26 May 2022

Ailing Zeng

Papers citing "Are Transformers Effective for Time Series Forecasting?"

50 / 545 papers shown

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
ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing Data Mengxuan Li Ke Liu Jialong Guo Jiajun Bu Hongwei Wang Haishuai Wang AI4TS 17 0 0 16 May 2025
ChronoSteer: Bridging Large Language Model and Time Series Foundation Model via Synthetic Data Chengsen Wang Qi Qi Zhongwen Rao Lujia Pan Jingyu Wang Jianxin Liao AI4TS 24 0 0 15 May 2025
A Comparative Study of Transformer-Based Models for Multi-Horizon Blood Glucose Prediction Meryem Altin Karagoz Marc D. Breton Anas El Fathi AI4TS 26 0 0 12 May 2025
OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain Wenzhen Yue Yong Liu Haoxuan Li Hao Wang Xianghua Ying Ruohao Guo Bowei Xing Ji Shi AI4TS OOD 34 0 0 12 May 2025
Non-Stationary Time Series Forecasting Based on Fourier Analysis and Cross Attention Mechanism Yuqi Xiong Yang Wen AI4TS 31 0 0 11 May 2025
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng L. Zhang Zimu Zhou Yongxin Tong AI4TS 26 0 0 09 May 2025
Non-stationary Diffusion For Probabilistic Time Series Forecasting Weiwei Ye Zhuopeng Xu Ning Gui DiffM 56 0 0 07 May 2025
Retrieval Augmented Time Series Forecasting Sungwon Han Seungeon Lee M. Cha Sercan Ö. Arik Jinsung Yoon AI4TS 33 0 0 07 May 2025
STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting Y. Wang Xiaofeng Hu Xiaojian Cui Kai Wang AI4TS 26 0 0 07 May 2025
Physics-inspired Energy Transition Neural Network for Sequence Learning Zhou Wu Junyi An Baile Xu Furao Shen Jian Zhao PINN 24 0 0 06 May 2025
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Charupriya Sharma Iñaki Estella Aguerri Daniel Guimarans AI4TS 26 0 0 06 May 2025
SCFormer: Structured Channel-wise Transformer with Cumulative Historical State for Multivariate Time Series Forecasting Shiwei Guo Z. Chen Yupeng Ma Yunfei Han Yi Wang AI4TS 145 0 0 05 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
CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting Minhyuk Lee HyeKyung Yoon MyungJoo Kang AI4TS 36 0 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
Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting Chengsen Wang Q. Qi Yufei Guo Haifeng Sun Zirui Zhuang J. Liao AI4TS 45 0 0 01 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
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Robert Leppich Michael Stenger Daniel Grillmeyer Vanessa Borst Samuel Kounev AI4TS AI4CE 69 0 0 26 Apr 2025
Privacy-Preserving Personalized Federated Learning for Distributed Photovoltaic Disaggregation under Statistical Heterogeneity Xiaolu Chen Chenghao Huang Yanru Zhang Hao Wang 76 0 0 25 Apr 2025
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Ziran Liang Rui An Wenqi Fan Yanghui Rao Yuxuan Liang AI4TS 52 0 0 23 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 44 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
Possibility for Proactive Anomaly Detection Jinsung Jeon Jaehyeon Park Sewon Park Jeongwhan Choi Minjung Kim Noseong Park AI4TS 32 0 0 15 Apr 2025
Air Quality Prediction with A Meteorology-Guided Modality-Decoupled Spatio-Temporal Network Hang Yin Yan Zhang Jian Xu Jian-Long Chang Heng Chang Cheng-Lin Liu 46 0 0 14 Apr 2025
Bidirectional Linear Recurrent Models for Sequence-Level Multisource Fusion Qisai Liu Zhanhong Jiang Joshua R. Waite Chao Liu Aditya Balu S. Sarkar AI4TS 26 0 0 11 Apr 2025
ms-Mamba: Multi-scale Mamba for Time-Series Forecasting Yusuf Meric Karadag Sinan Kalkan Ipek Gursel Dino Mamba AI4TS AI4CE 57 0 0 10 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
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
DP-LET: An Efficient Spatio-Temporal Network Traffic Prediction Framework Xintong Wang Haihan Nan Ruidong Li Huaming Wu AI4TS 23 0 0 04 Apr 2025
Explainable and Interpretable Forecasts on Non-Smooth Multivariate Time Series for Responsible Gameplay Hussain Jagirdar Rukma Talwadker Aditya Pareek Pulkit Agrawal Tridib Mukherjee AI4TS 43 1 0 03 Apr 2025
Attention Mamba: Time Series Modeling with Adaptive Pooling Acceleration and Receptive Field Enhancements Sijie Xiong Shuqing Liu Cheng Tang Fumiya Okubo Haoling Xiong Atsushi Shimada Mamba AI4TS 60 0 0 02 Apr 2025
EMForecaster: A Deep Learning Framework for Time Series Forecasting in Wireless Networks with Distribution-Free Uncertainty Quantification Xavier Mootoo Hina Tabassum Luca Chiaraviglio AI4TS 38 0 0 31 Mar 2025
ModelRadar: Aspect-based Forecast Evaluation Vítor Cerqueira Luis Roque Carlos Soares 58 0 0 31 Mar 2025
Enhancing Time Series Forecasting with Fuzzy Attention-Integrated Transformers Sanjay Chakraborty Fredrik Heintz AI4TS 31 0 0 31 Mar 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
Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting Sanjay Chakraborty Fredrik Heintz AI4TS AIFin 49 0 0 31 Mar 2025
Simple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting Fan-Keng Sun Yu-Cheng Wu Duane S. Boning AI4TS 51 0 0 30 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
Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms Ninghui Feng Songning Lai Xin Zhou Jiayu Yang Kunlong Feng ... Zhangyi Hu Yutao Yue Yuxuan Liang Boyu Wang Hang Zhao AI4TS 52 0 0 25 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
Comparative Analysis of Deep Learning Models for Real-World ISP Network Traffic Forecasting Josef Koumar Timotej Smoleň Kamil Jeřábek T. Čejka AI4TS 52 0 0 20 Mar 2025
Sparseformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification Weiqi Zhang Jiexia Ye Zehan Li Jiajun Li Fugee Tsung MedIm 44 0 0 19 Mar 2025
Augmented Invertible Koopman Autoencoder for long-term time series forecasting Anthony Frion Lucas Drumetz M. Dalla Mura Guillaume Tochon Abdeldjalil Aissa El Bey AI4TS 51 0 0 17 Mar 2025
Can LLMs Understand Time Series Anomalies? Zihao Zhou Rose Yu AI4TS 82 8 0 13 Mar 2025
Minimal Time Series Transformer Joni-Kristian Kämäräinen AI4TS 63 0 0 12 Mar 2025
MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting Liang Yu Lai Tu Xiang Bai AI4TS 56 0 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