UNITS: A Unified Multi-Task Time Series Model

29 February 2024

Theodoros Tsiligkaridis

Marinka Zitnik

AI4TS

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Papers citing "UNITS: A Unified Multi-Task Time Series Model"

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Title
Time to Embed: Unlocking Foundation Models for Time Series with Channel Descriptions Utsav Dutta Sina Khoshfetrat Pakazad Henrik Ohlsson AI4TS AIFin 7 0 0 20 May 2025
Byte Pair Encoding for Efficient Time Series Forecasting Leon Götz Marcel Kollovieh Stephan Günnemann Leo Schwinn AI4TS 14 0 0 20 May 2025
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo Yangqiu Song Emadeldeen Eldele Min-man Wu Qianli Ma AI4TS 29 0 0 11 May 2025
Sparseformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification Weiqi Zhang Jiexia Ye Zhiyu Li Jiajun Li Fugee Tsung MedIm 46 0 0 19 Mar 2025
CLIMB: Data Foundations for Large Scale Multimodal Clinical Foundation Models Wei Dai Peilin Chen Malinda Lu Daniel Li Haowen Wei Hejie Cui Paul Pu Liang LM&MA 56 1 0 09 Mar 2025
Are foundation models useful feature extractors for electroencephalography analysis? Özgün Turgut Felix S. Bott Markus Ploner Daniel Rueckert 43 0 0 28 Feb 2025
Mitigating Data Scarcity in Time Series Analysis: A Foundation Model with Series-Symbol Data Generation Wenxuan Wang K. Wu Yujian Betterest Li Dan Wang Xinsong Zhang Jiaheng Liu AI4TS 75 0 0 24 Feb 2025
Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification Vasilii Feofanov Songkang Wen Marius Alonso Romain Ilbert Hongbo Guo Malik Tiomoko Lujia Pan Jianfeng Zhang I. Redko AI4TS VLM 55 1 0 24 Feb 2025
Investigating Compositional Reasoning in Time Series Foundation Models Willa Potosnak Cristian Challu Mononito Goswami Kin G. Olivares Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 53 0 0 09 Feb 2025
Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models Sathya Kamesh Bhethanabhotla Omar Swelam Julien N. Siems David Salinas Frank Hutter Mamba AI4TS AI4CE 43 5 0 12 Oct 2024
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement Gaurav Patel Christopher Sandino Behrooz Mahasseni Ellen L. Zippi Erdrin Azemi Ali Moin Juri Minxha TTA AI4TS 55 3 0 03 Oct 2024
Repurposing Foundation Model for Generalizable Medical Time Series Classification Nan Huang Haishuai Wang Zihuai He Marinka Zitnik Xiang Zhang AI4TS OOD 31 1 0 03 Oct 2024
Traj-LLM: A New Exploration for Empowering Trajectory Prediction with Pre-trained Large Language Models Zhengxing Lan Hongbo Li Lingshan Liu Bo Fan Yisheng Lv Yilong Ren Zhiyong Cui 47 16 0 08 May 2024
A Survey on Multimodal Wearable Sensor-based Human Action Recognition Jianyuan Ni Hao Tang Syed Tousiful Haque Yan Yan A. Ngu 77 7 0 14 Apr 2024
MOMENT: A Family of Open Time-series Foundation Models Mononito Goswami Konrad Szafer Arjun Choudhry Yifu Cai Shuo Li Artur Dubrawski AIFin AI4TS 71 118 0 06 Feb 2024
MST-GAT: A Multimodal Spatial-Temporal Graph Attention Network for Time Series Anomaly Detection Chaoyue Ding Shiliang Sun Jing Zhao AI4TS 38 140 0 17 Oct 2023
Probabilistic Imputation for Time-series Classification with Missing Data Seunghyun Kim Hyunsung Kim Eunggu Yun Hwa-Kyung Lee Jaehun Lee Juho Lee AI4TS 41 14 0 13 Aug 2023
Ask Me Anything: A simple strategy for prompting language models Simran Arora A. Narayan Mayee F. Chen Laurel J. Orr Neel Guha Kush S. Bhatia Ines Chami Frederic Sala Christopher Ré ReLM LRM 235 208 0 05 Oct 2022
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures Tao Zhang Yizhuo Zhang Wei Cao Jiang Bian Xiaohan Yi Shun Zheng Jian Li BDL AI4TS 95 155 0 04 Jul 2022
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,872 0 18 Apr 2021
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 171 3,913 0 14 Dec 2020