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ResearchFormerly WizWand

Discrete Choice Modeling on CMAP (train)

-5,513.59Log-Likelihood (LL)Attention Alt-GNN
-5,910.1836-5,807.2218-5,704.26-5,601.2982Sep 8, 2025
Updated 4mo ago

Evaluation results

MethodLinks
Attention Alt-GNNModel Rank=2nd, Graph Structure=attention alternative graph, Aggregation Function=mean, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=2, Hidden Units of M=1282025.09-5,513.5931.774.4
Complete Alt-GNNModel Rank=4th, Graph Structure=complete alternative graph, Aggregation Function=max, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=2, Hidden Units of M=1282025.09-5,591.2331.274.2
Complete Alt-GNNGraph or Nest Structure=complete alternative graph, Aggregation Function=max, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=2, Hidden Units of M or R=128(M)2025.09-5,591.2331.274.2
Attention Alt-GNNModel Rank=3rd, Graph Structure=attention alternative graph, Aggregation Function=max, Message Function=mlp, Update Function=concat, Readout Function=mlp, Message Passing Layers=2, Hidden Units of M=322025.09-5,594.7330.674.2
Attention Alt-GNNModel Rank=1st, Graph Structure=attention alternative graph, Aggregation Function=mean, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=1, Hidden Units of M=322025.09-5,666.1430.774.1
Attention Alt-GNNGraph or Nest Structure=attention alternative graph, Aggregation Function=mean, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=1, Hidden Units of M or R=32(M)2025.09-5,666.1430.774.1
ASU-DNNGraph or Nest Structure=-, Aggregation Function=-, Message Function=-, Update Function=-, Readout Function=mlp, Message Passing Layers=0, Hidden Units of M or R=128(R)2025.09-5,680.8130.574.1
Attention Alt-GNNModel Rank=5th, Graph Structure=attention alternative graph, Aggregation Function=max, Message Function=linear, Update Function=concat, Readout Function=linear, Message Passing Layers=1, Hidden Units of M=1282025.09-5,694.543074.1
Nested Alt-GNNGraph or Nest Structure=nested alternative graph 3, Aggregation Function=max, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=1, Hidden Units of M or R=64(M)2025.09-5,707.1530.674
NLGraph or Nest Structure=nested alternative graph 2, Aggregation Function=logsum, Message Function=linear, Update Function=plus, Readout Function=identity, Message Passing Layers=1, Hidden Units of M or R=-2025.09-5,894.1727.673.2
MNLGraph or Nest Structure=-, Aggregation Function=-, Message Function=-, Update Function=-, Readout Function=linear, Message Passing Layers=0, Hidden Units of M or R=-2025.09-5,894.9327.673.2