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Update paper.md
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xianggebenben committed Apr 1, 2024
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Expand Up @@ -59,7 +59,7 @@ Prescribed methods rely on hand-crafted rules and heuristics. For instance, LPSI

GNN-based methods learn rules from graph data in an end-to-end manner by capturing graph topology and neighboring information. For example, GCNSI utilized LPSI to enhance input and then applies Graph Convolutional Networks (GCN) for source identification [@dong2019multiple]; IVGD introduced a graph residual scenario to make existing graph diffusion models invertible, and it devises a new set of validity-aware layers to project inferred sources to feasible regions [@IVGD_www22]. SLVAE used forward diffusion estimation and deep generative models to approximate source distribution, leveraging prior knowledge for generalization under arbitrary diffusion patterns [@ling2022source].

| Dataset | #Node | #Edge | Average Degree | Has Source-Diffusion Pairs |
| Dataset | #Node | #Edge | Average Degree | Has Seed-Diffusion Vector Pairs |
|:------------------:|:------:|:------:|:--------------:|:--------------------------:|
| Karate | 34 | 78 | 4.588 | No |
| Dolphins | 62 | 159 | 5.129 | No |
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