Search Results for author: Tengge Hu

Found 3 papers, 3 papers with code

iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

5 code implementations10 Oct 2023 Yong liu, Tengge Hu, Haoran Zhang, Haixu Wu, Shiyu Wang, Lintao Ma, Mingsheng Long

These forecasters leverage Transformers to model the global dependencies over temporal tokens of time series, with each token formed by multiple variates of the same timestamp.

Time Series Time Series Forecasting

Solving High-Dimensional PDEs with Latent Spectral Models

1 code implementation30 Jan 2023 Haixu Wu, Tengge Hu, Huakun Luo, Jianmin Wang, Mingsheng Long

A burgeoning paradigm is learning neural operators to approximate the input-output mappings of PDEs.

Vocal Bursts Intensity Prediction

TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis

3 code implementations5 Oct 2022 Haixu Wu, Tengge Hu, Yong liu, Hang Zhou, Jianmin Wang, Mingsheng Long

TimesBlock can discover the multi-periodicity adaptively and extract the complex temporal variations from transformed 2D tensors by a parameter-efficient inception block.

Action Recognition Anomaly Detection +4

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