activity
20182023
most citedExplaining Vulnerabilities to Adversarial Machine Learning through Visual Analytics

78 citations · 162 across the 16 of their papers we have counts for

collaborators

17 papers

physics.comp-ph2023

MolSieve: A Progressive Visual Analytics System for Molecular Dynamics Simulations

Rostyslav Hnatyshyn, Jieqiong Zhao, Danny Perez +2

Molecular Dynamics (MD) simulations are ubiquitous in cutting-edge physio-chemical research. They provide critical insights into how a physical system evolves over time given a mod…

cs.HC2023

GeoExplainer: A Visual Analytics Framework for Spatial Modeling Contextualization and Report Generation

Fan Lei, Yuxin Ma, Stewart Fotheringham +5

Geographic regression models of various descriptions are often applied to identify patterns and anomalies in the determinants of spatially distributed observations. These types of…

cs.LG2023

Privacy-Preserving Graph Machine Learning from Data to Computation: A Survey

Dongqi Fu, Wenxuan Bao, Ross Maciejewski +2

In graph machine learning, data collection, sharing, and analysis often involve multiple parties, each of which may require varying levels of data security and privacy. To this end…

cs.GR2023★ 13 cited

Parallel Computation of Piecewise Linear Morse-Smale Segmentations

Robin G. C. Maack, Jonas Lukasczyk, Julien Tierny +3

This paper presents a well-scaling parallel algorithm for the computation of Morse-Smale (MS) segmentations, including the region separators and region boundaries. The segmentation…

cs.CR2022★ 1 cited

Privacy-preserving Graph Analytics: Secure Generation and Federated Learning

Dongqi Fu, Jingrui He, Hanghang Tong +1

Directly motivated by security-related applications from the Homeland Security Enterprise, we focus on the privacy-preserving analysis of graph data, which provides the crucial cap…

cs.LG2022★ 2 cited

DISCO: Comprehensive and Explainable Disinformation Detection

Dongqi Fu, Yikun Ban, Hanghang Tong +2

Disinformation refers to false information deliberately spread to influence the general public, and the negative impact of disinformation on society can be observed in numerous iss…