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ResearchFormerly WizWand

Temporal Point Process modeling on Hawkes1 synthetic (test)

-1.81Negative Log-LikelihoodMAS
-1.913704-1.213702-0.51370.186302Oct 25, 2021Aug 6, 2022May 18, 2023Feb 27, 2024Dec 8, 2024Sep 19, 2025Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MASBackbone=Transformer, Learning Rate=0.001, Batch Size=64, Knots=102026.07-1.812.313
IFTPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.8022.429
SAHPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.7662.46
HAWKESBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.6452.365
WSMBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.5522.438
THPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.5122.453
TRITPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.512.409
CUFUNBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.4882.441
RMTPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.4722.387
FULLYNNBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.4712.463
EMTPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.4662.324
DTPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.4552.951
HYPROBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.2392.361
IPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07-1.012.391
Ground truth2021.100.6405—
GRU-ODETemporal Dynamics=Mixed2021.100.6419—
Discrete GRU2021.100.6424—
ResNet flowTemporal Dynamics=Continuous2021.100.6426—
GRU flowTemporal Dynamics=Mixed2021.100.6439—
Coupling flowTemporal Dynamics=Continuous2021.100.6441—
ResNet flowTemporal Dynamics=Mixed2021.100.6443—
ODE-LSTMTemporal Dynamics=Mixed2021.100.6448—
Coupling flowTemporal Dynamics=Mixed2021.100.645—
Jump ODETemporal Dynamics=Continuous2021.100.6461—
Without history2021.100.7826—