Binary edge classification Travelling salesman problem — edge classification (in/not in optimal tour). Uses the benchmark-provided synthetic or superpixel node/edge features. Evaluated by F1.

Dataset details

Task

Travelling salesman problem — edge classification (in/not in optimal tour). The primary catalog metric is F1.

Data

Travelling salesman problem — edge classification (in/not in optimal tour).

Features

The benchmark release supplies fixed graph tensors and task-specific node or edge inputs. Image graphs use superpixel appearance and position, synthetic node tasks use generated signals, TSP uses coordinates, and CSL is intentionally featureless.

Splits and evaluation

The catalog records these protocols or variants: Standard split. Evaluation uses F1 (higher is better). Exact masks or folds must come from the cited release.

Quirks and pitfalls

Use the released train/validation/test files rather than resplitting. These tasks were designed to expose specific architectural limitations, and preprocessing such as changing superpixels, adding positional encodings, or balancing edge labels changes the benchmark.

Sources

SOTA Progression

new SOTA matches SOTA at that time other proposed result other baseline result

Leaderboard

#ModelF1 ↑Paper
1
TGT-Agx4
0.8710 ± 0.0010
2
TGT-Agx3
0.8660 ± 0.0010
3
GIG-GatedGCN
0.8630 ± 0.0010
4
TGT-Agx2
0.8620 ± 0.0010
5
TGT-Ag
0.8570 ± 0.0010
6
ARGNP
0.8550 ± 0.0010
7
EGT
0.8530 ± 0.0010
8
GatedGCN
0.8380 ± 0.0020
9
GatedGCN-E
0.8380 ± 0.0020
10
TGT-At
0.8330 ± 0.0010
11
GatedGCN
0.8080 ± 0.0030
12
LRGA + GatedGCN
0.8070 ± 0.0010
13
GatedGCN
0.7910 ± 0.0030
14
RingGNN
0.7040 ± 0.0030
15
LRGA+GCN
0.7020 ± 0.0010
16
Graphormer
0.6980 ± 0.0070
17
3WLGNN
0.6940 ± 0.0730
18
k-NN Heuristic
0.6930
19
LRGA + GAT
0.6800 ± 0.0030
20
GAT
0.6710 ± 0.0020
21
GraphSAGE
0.6650 ± 0.0030
22
GIN
0.6560 ± 0.0030
23
GCN
0.6430 ± 0.0010
24
MoNet
0.6410 ± 0.0020
25
GCN
0.6300 ± 0.0010
26
vanilla GCN
0.6300 ± 0.0010
27
MLP
0.5440 ± 0.0010
SOTA performance set a new SOTA at the time matched the SOTA at the time