Search Results for author: Wenmeng Zhou

Found 10 papers, 6 papers with code

SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning

2 code implementations10 Aug 2024 Yuze Zhao, Jintao Huang, Jinghan Hu, Xingjun Wang, Yunlin Mao, Daoze Zhang, Zeyinzi Jiang, Zhikai Wu, Baole Ai, Ang Wang, Wenmeng Zhou, Yingda Chen

With support of over $300+$ LLMs and $50+$ MLLMs, SWIFT stands as the open-source framework that provide the most comprehensive support for fine-tuning large models.

Hallucination Optical Character Recognition +6

CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases

1 code implementation7 Aug 2024 Xiangyan Liu, Bo Lan, Zhiyuan Hu, Yang Liu, Zhicheng Zhang, Fei Wang, Michael Shieh, Wenmeng Zhou

Similarity-based retrieval often has low recall in complex tasks, while manual tools and APIs are typically task-specific and require expert knowledge, reducing their generalizability across diverse code tasks and real-world applications.

Retrieval

EIUP: A Training-Free Approach to Erase Non-Compliant Concepts Conditioned on Implicit Unsafe Prompts

no code implementations2 Aug 2024 Die Chen, Zhiwen Li, Mingyuan Fan, Cen Chen, Wenmeng Zhou, Yaliang Li

Since image generation is conditioned on text, prompt purification serves as a straightforward solution for content safety.

Image Generation

ExVideo: Extending Video Diffusion Models via Parameter-Efficient Post-Tuning

1 code implementation20 Jun 2024 Zhongjie Duan, Wenmeng Zhou, Cen Chen, Yaliang Li, Weining Qian

To evaluate the efficacy of our proposed post-tuning approach, we conduct extension training on the Stable Video Diffusion model.

Video Generation

ModelScope-Agent: Building Your Customizable Agent System with Open-source Large Language Models

1 code implementation2 Sep 2023 Chenliang Li, Hehong Chen, Ming Yan, Weizhou Shen, Haiyang Xu, Zhikai Wu, Zhicheng Zhang, Wenmeng Zhou, Yingda Chen, Chen Cheng, Hongzhu Shi, Ji Zhang, Fei Huang, Jingren Zhou

Large language models (LLMs) have recently demonstrated remarkable capabilities to comprehend human intentions, engage in reasoning, and design planning-like behavior.

FaceChain: A Playground for Human-centric Artificial Intelligence Generated Content

1 code implementation28 Aug 2023 Yang Liu, Cheng Yu, Lei Shang, Yongyi He, Ziheng Wu, Xingjun Wang, Chao Xu, Haoyu Xie, Weida Wang, Yuze Zhao, Lin Zhu, Chen Cheng, Weitao Chen, Yuan YAO, Wenmeng Zhou, Jiaqi Xu, Qiang Wang, Yingda Chen, Xuansong Xie, Baigui Sun

In this paper, we present FaceChain, a personalized portrait generation framework that combines a series of customized image-generation model and a rich set of face-related perceptual understanding models (\eg, face detection, deep face embedding extraction, and facial attribute recognition), to tackle aforementioned challenges and to generate truthful personalized portraits, with only a handful of portrait images as input.

Attribute Personalized Image Generation +2

On the Robustness of Split Learning against Adversarial Attacks

no code implementations16 Jul 2023 Mingyuan Fan, Cen Chen, Chengyu Wang, Wenmeng Zhou, Jun Huang

Split learning enables collaborative deep learning model training while preserving data privacy and model security by avoiding direct sharing of raw data and model details (i. e., sever and clients only hold partial sub-networks and exchange intermediate computations).

Adversarial Attack

Refiner: Data Refining against Gradient Leakage Attacks in Federated Learning

no code implementations5 Dec 2022 Mingyuan Fan, Cen Chen, Chengyu Wang, Xiaodan Li, Wenmeng Zhou, Jun Huang

Recent works have brought attention to the vulnerability of Federated Learning (FL) systems to gradient leakage attacks.

Federated Learning Semantic Similarity +1

YOLOX-PAI: An Improved YOLOX, Stronger and Faster than YOLOv6

3 code implementations27 Aug 2022 Ziheng Wu, Xinyi Zou, Wenmeng Zhou, Jun Huang

We develop an all-in-one computer vision toolbox named EasyCV to facilitate the use of various SOTA computer vision methods.

object-detection Object Detection

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