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Are Transformers Effective for Time Series Forecasting?

26 May 2022

Ailing Zeng

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

50 / 193 papers shown

Title
AutoHFormer: Efficient Hierarchical Autoregressive Transformer for Time Series Prediction Qianru Zhang Honggang Wen Ming Li Dong Huang Siu-Ming Yiu Christian S. Jensen Pietro Lio AI4TS 16 0 0 19 Jun 2025
T-SHRED: Symbolic Regression for Regularization and Model Discovery with Transformer Shallow Recurrent Decoders Alexey Yermakov David Zoro Mars Liyao Gao J. Nathan Kutz 9 0 0 18 Jun 2025
SKOLR: Structured Koopman Operator Linear RNN for Time-Series Forecasting Yitian Zhang Liheng Ma Antonios Valkanas Boris N. Oreshkin Mark Coates AI4TS 39 0 0 17 Jun 2025
POCO: Scalable Neural Forecasting through Population Conditioning Yu Duan Hamza Tahir Chaudhry Misha B. Ahrens Christopher D Harvey Matthew G Perich Karl Deisseroth Kanaka Rajan AI4CE 15 0 0 17 Jun 2025
M2BeamLLM: Multimodal Sensing-empowered mmWave Beam Prediction with Large Language Models Can Zheng Jiguang He Chung G. Kang Guofa Cai Zitong Yu Merouane Debbah MoE 17 0 0 17 Jun 2025
Forecasting the spatiotemporal evolution of fluid-induced microearthquakes with deep learning Jaehong Chung Michael Manga Timothy Kneafsey T. Mukerji Mengsu Hu 10 0 0 17 Jun 2025
CoIFNet: A Unified Framework for Multivariate Time Series Forecasting with Missing Values Kai Tang Ji Zhang Hua Meng Minbo Ma Qi Xiong Jie Xu Tianrui Li Tianrui Li AI4TS 20 0 0 16 Jun 2025
A Gravity-informed Spatiotemporal Transformer for Human Activity Intensity Prediction Yi-Fei Wang Zhenghong Wang Fan Zhang Chengling Tang Chaogui Kang ... Sijie Ruan W. Zhang Yu Zheng Philip S. Yu Yu Liu AI4CE 16 0 0 16 Jun 2025
Delayformer: spatiotemporal transformation for predicting high-dimensional dynamics Zijian Wang Peng Tao Luonan Chen AI4TS AI4CE 13 0 0 13 Jun 2025
Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs Yucong Luo Yitong Zhou Mingyue Cheng Jiahao Wang Daoyu Wang Tingyue Pan Jintao Zhang AI4TS LRM 102 0 0 12 Jun 2025
Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness Jinkwan Jang Hyungjin Park Jinmyeong Choi Taesup Kim AI4TS 26 0 0 10 Jun 2025
KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecasting Hang Ye Gaoxiang Duan Haoran Zeng Yangxin Zhu Lingxue Meng Xiaoying Zheng Yongxin Zhu AI4TS 27 0 0 10 Jun 2025
TRACE: Grounding Time Series in Context for Multimodal Embedding and Retrieval Jialin Chen Ziyu Zhao Gaukhar Nurbek Aosong Feng Ali Maatouk Leandros Tassiulas Yifeng Gao Rex Ying AI4TS 30 0 0 10 Jun 2025
LETS Forecast: Learning Embedology for Time Series Forecasting Abrar Majeedi Viswanatha Reddy Gajjala Satya Sai Srinath Namburi Gnvv Nada Magdi Elkordi Yin Li AI4TS 18 0 0 06 Jun 2025
An Unsupervised Framework for Dynamic Health Indicator Construction and Its Application in Rolling Bearing Prognostics Tongda Sun Chen Yin Huailiang Zheng Yining Dong 23 0 0 05 Jun 2025
Neural MJD: Neural Non-Stationary Merton Jump Diffusion for Time Series Prediction Yuanpei Gao Qi Yan Yan Leng Renjie Liao AI4TS 99 0 0 05 Jun 2025
FaCTR: Factorized Channel-Temporal Representation Transformers for Efficient Time Series Forecasting Yash Vijay Harini Subramanyan AI4TS 40 0 0 05 Jun 2025
CHIME: Conditional Hallucination and Integrated Multi-scale Enhancement for Time Series Diffusion Model Yuxuan Chen Haipeng Xie DiffM 64 0 0 04 Jun 2025
Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Andreas Auer Raghul Parthipan Pedro Mercado Abdul Fatir Ansari Lorenzo Stella Bernie Wang Michael Bohlke-Schneider Syama Sundar Rangapuram AI4TS 58 0 0 03 Jun 2025
HouseTS: A Large-Scale, Multimodal Spatiotemporal U.S. Housing Dataset Shengkun Wang Yanshen Sun F. Chen Linhan Wang Naren Ramakrishnan Chang-Tien Lu Yinlin Chen AI4TS 24 0 0 01 Jun 2025
Binary Cumulative Encoding meets Time Series Forecasting Andrei Chernov Vitaliy Pozdnyakov Ilya Makarov AI4TS 41 0 0 30 May 2025
Cluster-Aware Causal Mixer for Online Anomaly Detection in Multivariate Time Series Md Mahmuddun Nabi Murad Yasin Yilmaz 15 0 0 30 May 2025
Non-collective Calibrating Strategy for Time Series Forecasting Bin Wang Yongqi Han Minbo Ma Tianrui Li Junbo Zhang Feng Hong Yanwei Yu AI4TS 35 0 0 29 May 2025
$K^2$ VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting Xingjian Wu Xiangfei Qiu Hongfan Gao Jilin Hu Bin Yang Chenjuan Guo AI4TS 72 1 0 29 May 2025
TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning Andreas Auer Patrick Podest Daniel Klotz Sebastian Böck Günter Klambauer Sepp Hochreiter AI4TS 14 0 0 29 May 2025
Continuous Evolution Pool: Taming Recurring Concept Drift in Online Time Series Forecasting Tianxiang Zhan Ming Jin Yuanpeng He Yuxuan Liang Yong Deng Shirui Pan AI4TS KELM 7 0 0 28 May 2025
Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Jintao Zhang Zirui Liu Mingyue Cheng Shilong Zhang Tingyue Pan Qi Liu Yanhu Xie 28 0 0 28 May 2025
Chinese Cyberbullying Detection: Dataset, Method, and Validation Yi Zhu Xin Zou Xindong Wu 68 0 0 27 May 2025
Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting Zhining Liu Ze Yang Xiao Lin Ruizhong Qiu Tianxin Wei Yada Zhu Hendrik Hamann Jingrui He Hanghang Tong AI4TS 89 0 0 24 May 2025
FRIREN: Beyond Trajectories -- A Spectral Lens on Time Qilin Wang AI4TS 63 0 0 23 May 2025
NovelSeek: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to Verification NovelSeek Team Bo Zhang Shiyang Feng Xiangchao Yan Jiakang Yuan ... Zhongying Tu Xiangyu Yue W. Ouyang Bowen Zhou Lei Bai LLMAG 110 2 0 22 May 2025
Boost Post-Training Quantization via Null Space Optimization for Large Language Models Jiaqi Zhao Miao Zhang Weili Guan Liqiang Nie MQ 10 0 0 21 May 2025
Output Scaling: YingLong-Delayed Chain of Thought in a Large Pretrained Time Series Forecasting Model Xue Wang Tian Zhou Jinyang Gao Bolin Ding Jingren Zhou AI4TS AI4CE LRM 10 0 0 20 May 2025
Enhancing Epidemic Forecasting: Evaluating the Role of Mobility Data and Graph Convolutional Networks Suhan Guo Zhenghao Xu Furao Shen Jian Zhao 15 0 0 20 May 2025
CRAFT: Time Series Forecasting with Cross-Future Behavior Awareness Yingwei Zhang Ke Bu Zhuoran Zhuang Tao Xie Yao Yu Dong Li Yang Guo Detao Lv AI4TS 61 0 0 20 May 2025
CATS: Clustering-Aggregated and Time Series for Business Customer Purchase Intention Prediction Yingjie Kuang Tianchen Zhang Zhen-Wei Huang Zhongjie Zeng Zhe-Yuan Li Ling Huang Yuefang Gao AI4TS 151 0 0 19 May 2025
Enhancing Channel-Independent Time Series Forecasting via Cross-Variate Patch Embedding Donghwa Shin Edwin Zhang AI4TS 75 0 0 19 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 72 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 69 0 0 15 May 2025
OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain Wenzhen Yue Yang Liu Haoxuan Li Hao Wang Xianghua Ying Ruohao Guo Bowei Xing Ji Shi AI4TS OOD 88 0 0 12 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 51 0 0 12 May 2025
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng Lulu Zhang Zimu Zhou Yongxin Tong AI4TS 165 0 0 09 May 2025
Non-stationary Diffusion For Probabilistic Time Series Forecasting Weiwei Ye Zhuopeng Xu Ning Gui DiffM 125 0 0 07 May 2025
Retrieval Augmented Time Series Forecasting Sungwon Han Seungeon Lee M. Cha Sercan O. Arik Jinsung Yoon AI4TS 65 0 0 07 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 163 7 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 153 0 0 04 May 2025
Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations Yu-Hsiang Lan Anton Alyakin AI4TS 87 0 0 01 May 2025
Privacy-Preserving Personalized Federated Learning for Distributed Photovoltaic Disaggregation under Statistical Heterogeneity Xiaolu Chen Chenghao Huang Yanru Zhang Hao Wang 170 0 0 25 Apr 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 197 0 0 19 Apr 2025
Possibility for Proactive Anomaly Detection Jinsung Jeon Jaehyeon Park Sewon Park Jeongwhan Choi Minjung Kim Noseong Park AI4TS 37 0 0 15 Apr 2025