Search Results for author: Siyuan Wu

Found 13 papers, 8 papers with code

Model Hijacking Attack in Federated Learning

no code implementations4 Aug 2024 Zheng Li, Siyuan Wu, Ruichuan Chen, Paarijaat Aditya, Istemi Ekin Akkus, Manohar Vanga, Min Zhang, Hao Li, Yang Zhang

Machine learning (ML), driven by prominent paradigms such as centralized and federated learning, has made significant progress in various critical applications ranging from autonomous driving to face recognition.

Autonomous Driving Data Poisoning +3

SeqMIA: Sequential-Metric Based Membership Inference Attack

1 code implementation21 Jul 2024 Hao Li, Zheng Li, Siyuan Wu, Chengrui Hu, Yutong Ye, Min Zhang, Dengguo Feng, Yang Zhang

Building upon this signal, we introduce a novel attack method called Sequential-metric based Membership Inference Attack (SeqMIA).

Inference Attack Knowledge Distillation +1

UniGen: A Unified Framework for Textual Dataset Generation Using Large Language Models

1 code implementation27 Jun 2024 Siyuan Wu, Yue Huang, Chujie Gao, Dongping Chen, Qihui Zhang, Yao Wan, Tianyi Zhou, Xiangliang Zhang, Jianfeng Gao, Chaowei Xiao, Lichao Sun

Large Language Models (LLMs) such as GPT-4 and Llama3 have significantly impacted various fields by enabling high-quality synthetic data generation and reducing dependence on expensive human-generated datasets.

Attribute Benchmarking +4

1+1>2: Can Large Language Models Serve as Cross-Lingual Knowledge Aggregators?

no code implementations20 Jun 2024 Yue Huang, Chenrui Fan, Yuan Li, Siyuan Wu, Tianyi Zhou, Xiangliang Zhang, Lichao Sun

This paper introduces a method to enhance the multilingual performance of LLMs by aggregating knowledge from diverse languages.

GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding

1 code implementation16 Jun 2024 Dongping Chen, Yue Huang, Siyuan Wu, Jingyu Tang, Liuyi Chen, Yilin Bai, Zhigang He, Chenlong Wang, Huichi Zhou, Yiqiang Li, Tianshuo Zhou, Yue Yu, Chujie Gao, Qihui Zhang, Yi Gui, Zhen Li, Yao Wan, Pan Zhou, Jianfeng Gao, Lichao Sun

We evaluate the capabilities of current state-of-the-art MLLMs, including Image LLMs and Video LLMs, in understanding various types of GUI content, especially dynamic and sequential content.

HonestLLM: Toward an Honest and Helpful Large Language Model

1 code implementation1 Jun 2024 Chujie Gao, Siyuan Wu, Yue Huang, Dongping Chen, Qihui Zhang, Zhengyan Fu, Yao Wan, Lichao Sun, Xiangliang Zhang

Subsequently, we present two approaches to augmenting honesty and helpfulness in LLMs: a training-free enhancement and a fine-tuning-based improvement.

Language Modeling Language Modelling +1

WebCode2M: A Real-World Dataset for Code Generation from Webpage Designs

no code implementations9 Apr 2024 Yi Gui, Zhen Li, Yao Wan, Yemin Shi, Hongyu Zhang, Yi Su, Bohua Chen, Dongping Chen, Siyuan Wu, Xing Zhou, Wenbin Jiang, Hai Jin, Xiangliang Zhang

The benchmarking results demonstrate that our dataset significantly improves the ability of MLLMs to generate code from webpage designs, confirming its effectiveness and usability for future applications in front-end design tools.

Benchmarking Code Generation

NL2Formula: Generating Spreadsheet Formulas from Natural Language Queries

no code implementations20 Feb 2024 Wei Zhao, Zhitao Hou, Siyuan Wu, Yan Gao, Haoyu Dong, Yao Wan, Hongyu Zhang, Yulei Sui, Haidong Zhang

Writing formulas on spreadsheets, such as Microsoft Excel and Google Sheets, is a widespread practice among users performing data analysis.

Natural Language Queries

MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use

1 code implementation4 Oct 2023 Yue Huang, Jiawen Shi, Yuan Li, Chenrui Fan, Siyuan Wu, Qihui Zhang, Yixin Liu, Pan Zhou, Yao Wan, Neil Zhenqiang Gong, Lichao Sun

However, in scenarios where LLMs serve as intelligent agents, as seen in applications like AutoGPT and MetaGPT, LLMs are expected to engage in intricate decision-making processes that involve deciding whether to employ a tool and selecting the most suitable tool(s) from a collection of available tools to fulfill user requests.

Decision Making

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