Implicit Reasoning in Deep Time Series Forecasting

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Implicit Reasoning in Deep Time Series Forecasting

17 September 2024

Cristian Challu

Mononito Goswami

Michał Wiliński

Nina Żukowska

Artur Dubrawski

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Papers citing "Implicit Reasoning in Deep Time Series Forecasting"

11 / 11 papers shown

Title
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 120 2 0 09 Feb 2025
Do Large Language Models Latently Perform Multi-Hop Reasoning? Sohee Yang E. Gribovskaya Nora Kassner Mor Geva Sebastian Riedel ReLM LRM 122 113 0 26 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
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting Yong Liu Tengge Hu Haoran Zhang Haixu Wu Shiyu Wang Lintao Ma Mingsheng Long AI4TS 130 548 0 10 Oct 2023
MQuAKE: Assessing Knowledge Editing in Language Models via Multi-Hop Questions Zexuan Zhong Zhengxuan Wu Christopher D. Manning Christopher Potts Danqi Chen KELM 86 217 0 24 May 2023
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 148 817 0 05 Oct 2022
N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting Cristian Challu Kin G. Olivares Boris N. Oreshkin Federico Garza Max Mergenthaler-Canseco A. Dubrawski AI4TS 112 277 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
Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting Bryan Lim Sercan O. Arik Nicolas Loeff Tomas Pfister AI4TS 132 1,476 0 19 Dec 2019
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 406 7,425 0 12 Sep 2016
Long Short-Term Memory Based Recurrent Neural Network Architectures for Large Vocabulary Speech Recognition Hasim Sak A. Senior F. Beaufays 114 1,052 0 05 Feb 2014

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