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Graph Classification 벤치마크

Graph Classification on REDDIT-BINARY

18개 결과 · ⬇ CSV · JSON

Accuracy

76 79.84 83.68 87.52 91.36 2022-06 2026-09 CT-Layer — 78.45 (2022-06-15) GAP-Layer (Rcut) — 77.63 (2022-06-15) DiffWire — 77.17 (2022-06-15) GAP-Layer (Ncut) — 76.0 (2022-06-15) CT-Layer — 78.45 (2022-06-15) GAP-Layer (Rcut) — 77.63 (2022-06-15) DiffWire — 77.17 (2022-06-15) GAP-Layer (Ncut) — 76.0 (2022-06-15) Local Topological Profile (LTP) — 91.1 (2023-05-01) Local Topological Profile (LTP) — 91.1 (2023-05-01) R-GIN + PANDA — 91.36 (2024-06-06) GIN + PANDA — 91.055 (2024-06-06) GCN + PANDA — 80.69 (2024-06-06) R-GCN + PANDA — 80.2 (2024-06-06) R-GIN + PANDA — 91.36 (2024-06-06) GIN + PANDA — 91.055 (2024-06-06) GCN + PANDA — 80.69 (2024-06-06) R-GCN + PANDA — 80.2 (2024-06-06) CT-Layer — 78.45 (2022-06-15) Local Topological Profile (LTP) — 91.1 (2023-05-01) R-GIN + PANDA — 91.36 (2024-06-06)
RankModel AccuracyAccuracy (10-fold) PaperCodeYear
1 R-GIN + PANDA 91.36– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
2 Local Topological Profile (LTP) 91.1 ± 1.091.1 ± 1.0 Strengthening structural baselines for graph classification using Local Topological Profile j-adamczyk/ltp 2023
3 GIN + PANDA 91.055– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
4 GCN + PANDA 80.69– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
5 R-GCN + PANDA 80.2– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
6 CT-Layer 78.45– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
7 GAP-Layer (Rcut) 77.63– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
8 DiffWire 77.17– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
9 GAP-Layer (Ncut) 76– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
10 R-GIN + PANDA 91.36– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
11 Local Topological Profile (LTP) 91.1 ± 1.091.1 ± 1.0 Strengthening structural baselines for graph classification using Local Topological Profile j-adamczyk/ltp 2023
12 GIN + PANDA 91.055– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
13 GCN + PANDA 80.69– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
14 R-GCN + PANDA 80.2– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
15 CT-Layer 78.45– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
16 GAP-Layer (Rcut) 77.63– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
17 DiffWire 77.17– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
18 GAP-Layer (Ncut) 76– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
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