paper-with-me

Graph Classification 벤치마크

Graph Classification on IMDB-BINARY

16개 결과 · ⬇ CSV · JSON

Accuracy

63.76 66.44 69.13 71.81 74.5 2022-06 2026-09 GAP-Layer (Rcut) — 69.93 (2022-06-15) CT-Layer — 69.84 (2022-06-15) GAP-Layer (Ncut) — 68.8 (2022-06-15) GAP-Layer (Rcut) — 69.93 (2022-06-15) CT-Layer — 69.84 (2022-06-15) GAP-Layer (Ncut) — 68.8 (2022-06-15) Local Topological Profile (LTP) — 74.5 (2023-05-01) Local Topological Profile (LTP) — 74.5 (2023-05-01) GIN + PANDA — 72.56 (2024-06-06) R-GIN + PANDA — 72.09 (2024-06-06) R-GCN + PANDA — 66.79 (2024-06-06) GCN + PANDA — 63.76 (2024-06-06) GIN + PANDA — 72.56 (2024-06-06) R-GIN + PANDA — 72.09 (2024-06-06) R-GCN + PANDA — 66.79 (2024-06-06) GCN + PANDA — 63.76 (2024-06-06) GAP-Layer (Rcut) — 69.93 (2022-06-15) Local Topological Profile (LTP) — 74.5 (2023-05-01)
RankModel AccuracyAccuracy (10-fold) PaperCodeYear
1 Local Topological Profile (LTP) 74.5 ± 4.374.5 ± 4.3 Strengthening structural baselines for graph classification using Local Topological Profile j-adamczyk/ltp 2023
2 GIN + PANDA 72.56– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
3 R-GIN + PANDA 72.09– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
4 GAP-Layer (Rcut) 69.93– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
5 CT-Layer 69.84– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
6 GAP-Layer (Ncut) 68.8– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
7 R-GCN + PANDA 66.79– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
8 GCN + PANDA 63.76– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
9 Local Topological Profile (LTP) 74.5 ± 4.374.5 ± 4.3 Strengthening structural baselines for graph classification using Local Topological Profile j-adamczyk/ltp 2023
10 GIN + PANDA 72.56– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
11 R-GIN + PANDA 72.09– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
12 GAP-Layer (Rcut) 69.93– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
13 CT-Layer 69.84– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
14 GAP-Layer (Ncut) 68.8– DiffWire: Inductive Graph Rewiring via the Lovász Bound ellisalicante/GraphRewiring-Tutorial · AdrianArnaiz/DiffWire 2022
15 R-GCN + PANDA 66.79– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
16 GCN + PANDA 63.76– PANDA: Expanded Width-Aware Message Passing Beyond Rewiring jeongwhanchoi/panda 2024
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