ChatDoctor: A Medical Chat Model Fine-tuned on LLaMA Model using Medical Domain Knowledge

kent0n-li/chatdoctor 24 Mar 2023

Recent large language models (LLMs) in the general domain, such as ChatGPT, have shown remarkable success in following instructions and producing human-like responses.

Medical Diagnosis

646
5.24 stars / hour

PAniC-3D: Stylized Single-view 3D Reconstruction from Portraits of Anime Characters

shuhongchen/panic3d-anime-reconstruction 25 Mar 2023

We propose PAniC-3D, a system to reconstruct stylized 3D character heads directly from illustrated (p)ortraits of (ani)me (c)haracters.

3D Reconstruction Single-View 3D Reconstruction

225
4.80 stars / hour

Text2Video-Zero: Text-to-Image Diffusion Models are Zero-Shot Video Generators

picsart-ai-research/text2video-zero 23 Mar 2023

Recent text-to-video generation approaches rely on computationally heavy training and require large-scale video datasets.

Image Generation Text-to-Video Generation +3

1,441
3.49 stars / hour

Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Prior

junshutang/Make-It-3D 24 Mar 2023

In this work, we investigate the problem of creating high-fidelity 3D content from only a single image.

Text to 3D

312
3.30 stars / hour

Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation

showlab/Tune-A-Video 22 Dec 2022

To replicate the success of text-to-image (T2I) generation, recent works employ large-scale video datasets to train a text-to-video (T2V) generator.

Style Transfer Text-to-Video Generation +1

1,580
2.95 stars / hour

SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models

BlinkDL/RWKV-LM 18 Nov 2022

We propose SmoothQuant, a training-free, accuracy-preserving, and general-purpose post-training quantization (PTQ) solution to enable 8-bit weight, 8-bit activation (W8A8) quantization for LLMs.

Quantization

4,411
2.93 stars / hour

Fantasia3D: Disentangling Geometry and Appearance for High-quality Text-to-3D Content Creation

Gorilla-Lab-SCUT/Fantasia3D 24 Mar 2023

Key to Fantasia3D is the disentangled modeling and learning of geometry and appearance.

Text to 3D

106
2.65 stars / hour

Exploring the Impact of Instruction Data Scaling on Large Language Models: An Empirical Study on Real-World Use Cases

lianjiatech/belle 26 Mar 2023

However current research rarely studies the impact of different amounts of instruction data on model performance, especially in the real-world use cases.

2,451
2.09 stars / hour

LoRA: Low-Rank Adaptation of Large Language Models

microsoft/LoRA ICLR 2022

We propose Low-Rank Adaptation, or LoRA, which freezes the pre-trained model weights and injects trainable rank decomposition matrices into each layer of the Transformer architecture, greatly reducing the number of trainable parameters for downstream tasks.

Language Modelling

1,766
2.08 stars / hour

More than you've asked for: A Comprehensive Analysis of Novel Prompt Injection Threats to Application-Integrated Large Language Models

greshake/lm-safety 23 Feb 2023

In such attacks, an adversary can prompt the LLM to produce malicious content or override the original instructions and the employed filtering schemes.

Instruction Following Retrieval

698
1.60 stars / hour