long-sequence 开源项目推荐（9 个）

SkyworkAI /Matrix-Game

Matrix-Game 3.0：具有长期记忆的实时和流式交互世界模型

zhouhaoyi /ETDataset

The Electricity Transformer dataset is collected to support the further investigation on the long sequence forecasting problem.

NVlabs /Long-RL

Long-RL: Scaling RL to Long Sequences (NeurIPS 2025)

NVIDIA /transformer-ls

Official PyTorch Implementation of Long-Short Transformer (NeurIPS 2021).

DiffEqML /deep-signal-processing

Accompanying notebook guides for the deep signal processing notes [TBA].

KimJaehee0725 /YoYAK

[제 13회 투빅스 컨퍼런스] YoYAK - Yes or Yes, Attention with gap-sentence for Korean long sequence

WJLGraph /informer-

Informer2020 无阉割分步复现：官方 Jupyter 版拆解为 .py 工程，ProbSparse Attention + 生成式解码，ETTh1 滑窗预测（seq96 / label48 / pred24），「6 轮早停 vs 30 轮不早停」对照实验定量验证早停价值（测试 R² 0.77 vs 0.45），踩坑与调参笔记全程留痕。

l-desantis /SLinear-Time-Series-Forecasting

This is my master thesis work, I'll explore several deep learning approaches to deal with Long Sequence Time Series Forecasting tasks

naju-ssm /naju

Naju: Native discrete state-space model (SSM) with independent retain/write gates — official implementation of Naju (arXiv:2607.21000)