Human Motion Diffusion Model

guytevet/motion-diffusion-model 29 Sep 2022

In this paper, we introduce Motion Diffusion Model (MDM), a carefully adapted classifier-free diffusion-based generative model for the human motion domain.

229
3.79 stars / hour

DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation

XavierXiao/Dreambooth-Stable-Diffusion 25 Aug 2022

Once the subject is embedded in the output domain of the model, the unique identifier can then be used to synthesize fully-novel photorealistic images of the subject contextualized in different scenes.

Image Generation

1,879
2.76 stars / hour

Efficient Few-Shot Learning Without Prompts

huggingface/setfit 22 Sep 2022

This simple framework requires no prompts or verbalizers, and achieves high accuracy with orders of magnitude less parameters than existing techniques.

Few-Shot Learning

385
1.60 stars / hour

Offline Reinforcement Learning with Implicit Q-Learning

tinkoff-ai/CORL 12 Oct 2021

The main insight in our work is that, instead of evaluating unseen actions from the latest policy, we can approximate the policy improvement step implicitly by treating the state value function as a random variable, with randomness determined by the action (while still integrating over the dynamics to avoid excessive optimism), and then taking a state conditional upper expectile of this random variable to estimate the value of the best actions in that state.

Offline RL Q-Learning +1

47
1.21 stars / hour

Learning to Learn with Generative Models of Neural Network Checkpoints

wpeebles/g.pt 26 Sep 2022

We explore a data-driven approach for learning to optimize neural networks.

153
1.16 stars / hour

Robust Speech Recognition via Large-Scale Weak Supervision

openai/whisper Preprint 2022

We study the capabilities of speech processing systems trained simply to predict large amounts of transcripts of audio on the internet.

Robust Speech Recognition

10,752
0.97 stars / hour

LAVIS: A Library for Language-Vision Intelligence

salesforce/lavis 15 Sep 2022

We introduce LAVIS, an open-source deep learning library for LAnguage-VISion research and applications.

Image Captioning Image Retrieval +6

836
0.90 stars / hour

KILT: a Benchmark for Knowledge Intensive Language Tasks

facebookresearch/editeval NAACL 2021

We test both task-specific and general baselines, evaluating downstream performance in addition to the ability of the models to provide provenance.

Entity Linking Fact Checking +4

82
0.88 stars / hour

Mega: Moving Average Equipped Gated Attention

facebookresearch/mega 21 Sep 2022

The design choices in the Transformer attention mechanism, including weak inductive bias and quadratic computational complexity, have limited its application for modeling long sequences.

Image Classification +3

79
0.74 stars / hour