Aaron Lou (louaaron)

louaaron

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Home Page:aaronlou.com

Twitter:@aaron_lou

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Organizations
CUAI

Aaron Lou's starred repositories

audiocraft

Audiocraft is a library for audio processing and generation with deep learning. It features the state-of-the-art EnCodec audio compressor / tokenizer, along with MusicGen, a simple and controllable music generation LM with textual and melodic conditioning.

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LLaVA

[NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.

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flash-attention

Fast and memory-efficient exact attention

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mamba

Mamba SSM architecture

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RWKV-LM

RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.

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DiT

Official PyTorch Implementation of "Scalable Diffusion Models with Transformers"

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esm

Evolutionary Scale Modeling (esm): Pretrained language models for proteins

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consistencydecoder

Consistency Distilled Diff VAE

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gpt-2-output-dataset

Dataset of GPT-2 outputs for research in detection, biases, and more

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score_sde_pytorch

PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)

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CUDALibrarySamples

CUDA Library Samples

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cramming

Cramming the training of a (BERT-type) language model into limited compute.

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gpt-2-Pytorch

Simple Text-Generator with OpenAI gpt-2 Pytorch Implementation

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U-ViT

A PyTorch implementation of the paper "All are Worth Words: A ViT Backbone for Diffusion Models".

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VQ-Diffusion

Official implementation of VQ-Diffusion

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openwebtext

Open clone of OpenAI's unreleased WebText dataset scraper. This version uses pushshift.io files instead of the API for speed.

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ringattention

Transformers with Arbitrarily Large Context

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magvit2-pytorch

Implementation of MagViT2 Tokenizer in Pytorch

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DNA-Diffusion

🧬 Generative modeling of regulatory DNA sequences with diffusion probabilistic models 💨

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mauve

Package to compute Mauve, a similarity score between neural text and human text. Install with `pip install mauve-text`.

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DiS

Scalable Diffusion Models with State Space Backbone

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riemannian-score-sde

Score-based generative models for compact manifolds

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reparam-discrete-diffusion

Reparameterized Discrete Diffusion Models for Text Generation

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l2hmc-qcd

Application of the L2HMC algorithm to simulations in lattice QCD.

Language:Jupyter NotebookLicense:Apache-2.0Stargazers:66Issues:5Issues:2

cider

PyTorch implementation of CIDER (How to exploit hyperspherical embeddings for out-of-distribution detection), ICLR 2023

Riemannian-Residual-Neural-Networks

[NeurIPS 2023] Riemannian Residual Neural Networks (https://arxiv.org/abs/2006.10254)