possibly useful materials and tutorial for learning RWKV.

RWKV: Parallelizable RNN with Transformer-level LLM Performance.

• 🌟(2023-05) RWKV: Reinventing RNNs for the Transformer Era arxiv

• (2023-03) Resurrecting Recurrent Neural Networks for Long Sequences arxiv

• (2023-02) SpikeGPT: Generative Pre-trained Language Model with Spiking Neural Networks arxiv

• (2022-08) Simplified State Space Layers for Sequence Modeling ICLR2023

• 🌟(2021-05) An Attention Free Transformer arxiv

• (2021-10) Efficiently Modeling Long Sequences with Structured State Spaces ICLR2022

• (2020-08) Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention ICML2020

• (2018) Parallelizing Linear Recurrent Neural Nets Over Sequence Length ICLR2018

• (2017-09) Simple Recurrent Units for Highly Parallelizable Recurrence EMNLP2017

• (2017-10) MinimalRNN: Toward More Interpretable and Trainable Recurrent Neural Networks Neurips2017

• (2017-06) Attention Is All You Need Neurips2017

• (2016-11) Quasi-Recurrent Neural Networks ICLR2017

• Introducing RWKV - An RNN with the advantages of a transformer Hugging Face

• 有了Transformer框架后是不是RNN完全可以废弃了？知乎

• RNN最简单有效的形式是什么？知乎

• 🌟RWKV的RNN CNN二象性 知乎

• RNN的隐藏层需要非线性吗？知乎

• Google新作试图“复活”RNN：RNN能否再次辉煌？ 苏剑林

• 🌟How the RWKV language model works Johan Sokrates Wind

• 🌟The RWKV language model: An RNN with the advantages of a transformer Johan Sokrates Wind

• The Unreasonable Effectiveness of Recurrent Neural Networks Andrej Karpathy blog

• RKWV-LM
• ChatRWKV
• RWKV_in_150_lines