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20232026
most citedRethinking Generalizability and Discriminability of Self-Supervised Learning from Evolutionary Game Theory Perspective

2 citations · 5 across the 8 of their papers we have counts for

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cs.LG2025

HTG-GCL: Leveraging Hierarchical Topological Granularity from Cellular Complexes for Graph Contrastive Learning

Qirui Ji, Bin Qin, Yifan Jin +5

Graph contrastive learning (GCL) aims to learn discriminative semantic invariance by contrasting different views of the same graph that share critical topological patterns. However…

cs.LG2025

CellCLAT: Preserving Topology and Trimming Redundancy in Self-Supervised Cellular Contrastive Learning

Bin Qin, Qirui Ji, Jiangmeng Li +4

Self-supervised topological deep learning (TDL) represents a nascent but underexplored area with significant potential for modeling higher-order interactions in simplicial complexe…