2 citations · 3 across the 6 of their papers we have counts for
3 papers · 1 filter
Dynamic Sheaf Diffusion Networks with Adaptive Local Structure for Heterogeneous Spatio-Temporal Graph Learning
Abeer Mostafa, Raneen Younis, Zahra Ahmadi
Spatio-temporal processes often exhibit highly heterogeneous and non-intuitive responses to localized disruptions, limiting the effectiveness of conventional message passing approa…
Orthogonalized Multimodal Contrastive Learning with Asymmetric Masking for Structured Representations
Carolin Cissee, Raneen Younis, Zahra Ahmadi
Multimodal learning seeks to integrate information from heterogeneous sources, where signals may be shared across modalities, specific to individual modalities, or emerge only thro…
MTS2Graph: Interpretable Multivariate Time Series Classification with Temporal Evolving Graphs
Raneen Younis, Abdul Hakmeh, Zahra Ahmadi
Conventional time series classification approaches based on bags of patterns or shapelets face significant challenges in dealing with a vast amount of feature candidates from high-…