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jiangname's Projects

atfnet icon atfnet

Official implement of ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting

informer2020 icon informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

itransformer icon itransformer

Official implementation for "iTransformer: Inverted Transformers Are Effective for Time Series Forecasting" (ICLR 2024 Spotlight), https://openreview.net/forum?id=JePfAI8fah

micn icon micn

Code release of paper "MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting" (ICLR 2023)

pypots icon pypots

A Python toolbox/library for reality-centric machine/deep learning and data mining on partially-observed time series with PyTorch, including SOTA neural network models for science analysis tasks of imputation, classification, clustering, forecasting & anomaly detection on incomplete (irregularly-sampled) multivariate TS with NaN missing values

scinet icon scinet

The GitHub repository for the paper: “Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction“. (NeurIPS 2022)

segrnn icon segrnn

The official repository of the SegRNN paper: "Segment Recurrent Neural Network for Long-Term Time Series Forecasting."

step icon step

Code for our SIGKDD'22 paper Pre-training-Enhanced Spatial-Temporal Graph Neural Network For Multivariate Time Series Forecasting.

tfdnet icon tfdnet

TFDNet: Time-Frequency Enhanced Decomposed Network for Long-term Time Series Forecasting

tsai icon tsai

Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

urban_concept_drift icon urban_concept_drift

[CIKM 2023] MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation

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