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20212025
most citedConTIG: Continuous Representation Learning on Temporal Interaction Graphs

2 citations · 4 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2025

Beyond Words and Pixels: A Benchmark for Implicit World Knowledge Reasoning in Generative Models

Tianyang Han, Junhao Su, Junjie Hu +4

Text-to-image (T2I) models today are capable of producing photorealistic, instruction-following images, yet they still frequently fail on prompts that require implicit world knowle…

eess.SP2023

Perturbing a Neural Network to Infer Effective Connectivity: Evidence from Synthetic EEG Data

Peizhen Yang, Xinke Shen, Zongsheng Li +3

Identifying causal relationships among distinct brain areas, known as effective connectivity, holds key insights into the brain's information processing and cognitive functions. El…

physics.soc-ph2023

Dangoron: Network Construction on Large-scale Time Series Data across Sliding Windows

Yunlong Xu, Peizhen Yang, Zhengbin Tao

Complex networks represent system dynamics through the interactions of a set of anomalous time series. Consider the problem of computing correlations for highly correlated pairs of…

cs.CV2023

Exploiting Neighborhood Structural Features for Change Detection

Mengmeng Wang, Zhiqiang Han, Peizhen Yang +4

In this letter, a novel method for change detection is proposed using neighborhood structure correlation. Because structure features are insensitive to the intensity differences be…

cs.LG2022★ 2 cited

FedGS: Federated Graph-based Sampling with Arbitrary Client Availability

Zheng Wang, Xiaoliang Fan, Jianzhong Qi +4

While federated learning has shown strong results in optimizing a machine learning model without direct access to the original data, its performance may be hindered by intermittent…

cs.SI2021★ 2 cited

ConTIG: Continuous Representation Learning on Temporal Interaction Graphs

Xu Yan, Xiaoliang Fan, Peizhen Yang +5

Representation learning on temporal interaction graphs (TIG) is to model complex networks with the dynamic evolution of interactions arising in a broad spectrum of problems. Existi…