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Official code for "Towards the Automatic Modulation Classification with Adaptive Wavelet Network".
PyTorch implementation for paper "WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series" (AAAI 2023)
It contains the code for the paper Deep Adaptive Wavelet Network
WavSpA: Wavelet Space Attention for Enhancing Transformer's Long Sequence Learning
Spatial-enhanced Multi-level Wavelet Patching in Vision Transformers
Automatic extraction of relevant features from time series:
A GP-GPU/CPU Dynamic Time Warping (DTW) implementation for the analysis of Multivariate Time Series (MTS).
Tutel MoE: An Optimized Mixture-of-Experts Implementation
A Fair and Scalable Time Series Forecasting Benchmark and Toolkit.
Merlion: A Machine Learning Framework for Time Series Intelligence
The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators.
PyTorch Re-Implementation of "The Sparsely-Gated Mixture-of-Experts Layer" by Noam Shazeer et al. https://arxiv.org/abs/1701.06538
[ICLR 2024] Official implementation of "TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting"
[Mamba-Survey-2024] Paper list for State-Space-Model/Mamba and it's Applications
An efficient pure-PyTorch implementation of Kolmogorov-Arnold Network (KAN).
Official implement of ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting
Official implement for "SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion"(NeurIPS'24) in PyTorch.
The repo is the official implementation for the paper: Intriguing Properties of Positional Encoding in Time Series Forecasting.
[PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
[CVPR 2023] DepGraph: Towards Any Structural Pruning
This is the pytorch implement of the paper "RSMamba: Remote Sensing Image Classification with State Space Model"
🔥 [ECCV 2024] Motion Mamba: Efficient and Long Sequence Motion Generation