Search Results for author: Jingya Zhou

Found 5 papers, 1 papers with code

FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models

no code implementations19 Jan 2024 Ziqiang Yuan, Kaiyuan Wang, Shoutai Zhu, Ye Yuan, Jingya Zhou, Yanlin Zhu, Wenqi Wei

To address the limited data resources and reduce the annotation cost, we introduce FinLLMs, a method for generating financial question-answering data based on common financial formulas using Large Language Models.

Question Answering

DySuse: Susceptibility Estimation in Dynamic Social Networks

no code implementations21 Aug 2023 Yingdan Shi, Jingya Zhou, Congcong Zhang

Based on the significance of susceptibility estimation and dynamic properties of social networks, we propose a task, called susceptibility estimation in dynamic social networks, which is even more realistic and valuable in real-world applications.

Dynamic graph embedding

Securing Distributed SGD against Gradient Leakage Threats

1 code implementation10 May 2023 Wenqi Wei, Ling Liu, Jingya Zhou, Ka-Ho Chow, Yanzhao Wu

Next, we present a gradient leakage resilient approach to securing distributed SGD in federated learning, with differential privacy controlled noise as the tool.

Federated Learning

Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding

no code implementations14 Oct 2021 Jingya Zhou, Ling Liu, Wenqi Wei, Jianxi Fan

This survey paper reviews the design principles and the different node embedding techniques for network representation learning over homogeneous networks.

Graph Mining Knowledge Graphs +3

Cannot find the paper you are looking for? You can Submit a new open access paper.