Toto: Time Series Optimized Transformer for Observability

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Toto: Time Series Optimized Transformer for Observability

10 July 2024

Othmane Abou-Amal

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Papers citing "Toto: Time Series Optimized Transformer for Observability"

17 / 17 papers shown

Title
Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHRs Michael Wornow Suhana Bedi Miguel Angel Fuentes Hernandez E. Steinberg Jason Alan Fries Christopher Ré Sanmi Koyejo N. Shah 213 6 0 09 Dec 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 116 9 0 05 Nov 2024
SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention Romain Ilbert Ambroise Odonnat Vasilii Feofanov Aladin Virmaux Giuseppe Paolo Themis Palpanas I. Redko AI4TS 86 30 0 15 Feb 2024
A decoder-only foundation model for time-series forecasting Abhimanyu Das Weihao Kong Rajat Sen Yichen Zhou AI4TS AI4CE 126 241 0 14 Oct 2023
Large Language Models Are Zero-Shot Time Series Forecasters Nate Gruver Marc Finzi Shikai Qiu Andrew Gordon Wilson AI4TS 95 370 0 11 Oct 2023
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting Yong Liu Tengge Hu Haoran Zhang Haixu Wu Shiyu Wang Lintao Ma Mingsheng Long AI4TS 132 551 0 10 Oct 2023
A Length-Extrapolatable Transformer Yutao Sun Li Dong Barun Patra Shuming Ma Shaohan Huang Alon Benhaim Vishrav Chaudhary Xia Song Furu Wei 107 124 0 20 Dec 2022
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 148 826 0 05 Oct 2022
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Tian Zhou Ziqing Ma Qingsong Wen Xue Wang Liang Sun Rong Jin AI4TS 260 1,458 0 30 Jan 2022
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting Haixu Wu Jiehui Xu Jianmin Wang Mingsheng Long AI4TS 113 2,320 0 24 Jun 2021
A Survey of Transformers Tianyang Lin Yuxin Wang Xiangyang Liu Xipeng Qiu ViT 177 1,136 0 08 Jun 2021
RoFormer: Enhanced Transformer with Rotary Position Embedding Jianlin Su Yu Lu Shengfeng Pan Ahmed Murtadha Bo Wen Yunfeng Liu 329 2,533 0 20 Apr 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 228 2,168 0 29 Mar 2021
On Layer Normalization in the Transformer Architecture Ruibin Xiong Yunchang Yang Di He Kai Zheng Shuxin Zheng Chen Xing Huishuai Zhang Yanyan Lan Liwei Wang Tie-Yan Liu AI4CE 153 998 0 12 Feb 2020
On the Relationship between Self-Attention and Convolutional Layers Jean-Baptiste Cordonnier Andreas Loukas Martin Jaggi 119 535 0 08 Nov 2019
A mixture autoregressive model based on Student's $t$ -distribution Mika Meitz D. Preve P. Saikkonen 13 21 0 10 May 2018
DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks David Salinas Valentin Flunkert Jan Gasthaus AI4TS UQCV BDL 101 2,137 0 13 Apr 2017

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