activity
20202023
most citedMugRep: A Multi-Task Hierarchical Graph Representation Learning Framework for Real Estate Appraisal

24 citations · 39 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG20231 cited

Multi-Temporal Relationship Inference in Urban Areas

Shuangli Li, Jingbo Zhou, Ji Liu +3

Finding multiple temporal relationships among locations can benefit a bunch of urban applications, such as dynamic offline advertising and smart public transport planning. While so…

cs.DC20222 cited

Multi-Job Intelligent Scheduling with Cross-Device Federated Learning

Ji Liu, Juncheng Jia, Beichen Ma +5

Recent years have witnessed a large amount of decentralized data in various (edge) devices of end-users, while the decentralized data aggregation remains complicated for machine le…

cs.DC202211 cited

FedDUAP: Federated Learning with Dynamic Update and Adaptive Pruning Using Shared Data on the Server

Hong Zhang, Ji Liu, Juncheng Jia +3

Despite achieving remarkable performance, Federated Learning (FL) suffers from two critical challenges, i.e., limited computational resources and low training efficiency. In this p…

cs.LG2021

AgFlow: Fast Model Selection of Penalized PCA via Implicit Regularization Effects of Gradient Flow

Haiyan Jiang, Haoyi Xiong, Dongrui Wu +2

Principal component analysis (PCA) has been widely used as an effective technique for feature extraction and dimension reduction. In the High Dimension Low Sample Size (HDLSS) sett…

cs.LG202124 cited

MugRep: A Multi-Task Hierarchical Graph Representation Learning Framework for Real Estate Appraisal

Weijia Zhang, Hao Liu, Lijun Zha +4

Real estate appraisal refers to the process of developing an unbiased opinion for real property's market value, which plays a vital role in decision-making for various players in t…

cs.LG20201 cited

C-Watcher: A Framework for Early Detection of High-Risk Neighborhoods Ahead of COVID-19 Outbreak

Congxi Xiao, Jingbo Zhou, Jizhou Huang +4

The novel coronavirus disease (COVID-19) has crushed daily routines and is still rampaging through the world. Existing solution for nonpharmaceutical interventions usually needs to…