TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis

TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis

3 January 2025

Sabera Talukder

Georgia Gkioxari

Papers citing "TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis"

8 / 8 papers shown

Title
Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification Yunshi Wen Tengfei Ma Tsui-Wei Weng Lam M. Nguyen A. Julius AI4TS 34 0 0 08 Jan 2025
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 30 4 0 05 Nov 2024
MotionGlot: A Multi-Embodied Motion Generation Model Sudarshan Harithas Srinath Sridhar 63 1 0 22 Oct 2024
LiPCoT: Linear Predictive Coding based Tokenizer for Self-supervised Learning of Time Series Data via Language Models Md Fahim Anjum AI4TS 26 0 0 14 Aug 2024
Population Transformer: Learning Population-level Representations of Neural Activity Geeling Chau Christopher Wang Sabera Talukder Vighnesh Subramaniam Saraswati Soedarmadji Yisong Yue Boris Katz Andrei Barbu MedIm 49 0 0 05 Jun 2024
Generalizability Under Sensor Failure: Tokenization + Transformers Enable More Robust Latent Spaces Geeling Chau Yujin An Ahamed Raffey Iqbal Soon-Jo Chung Yisong Yue Sabera Talukder OOD 22 2 0 28 Feb 2024
Prospector Heads: Generalized Feature Attribution for Large Models & Data Gautam Machiraju Alexander Derry Arjun D Desai Neel Guha Amir-Hossein Karimi James Zou Russ Altman Christopher Ré Parag Mallick AI4TS MedIm 30 0 0 18 Feb 2024
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures T. Zhang Yizhuo Zhang Wei Cao Jiang Bian Xiaohan Yi Shun Zheng Jian Li BDL AI4TS 95 145 0 04 Jul 2022