Temporal Point Process Modeling on Real-world datasets Aggregated benchmark leaderboard · SOTA2 Research

Temporal Point Process Modeling on Real-world datasets Aggregated

0.134ESIGTPP

Evaluation Results

Method	Links
SIGTPP2026.07		0.134	0.339	0.104	0.894	0.387	0.121	0.037	0.117	—	0.174
VAE2026.07		0.148	0.359	0.149	0.751	0.382	0.109	0.046	0.118	—	0.185
DDPM2026.07		0.155	0.392	0.626	0.74	0.418	0.143	0.059	0.139	—	0.247
WGAN2026.07		0.228	0.43	0.284	0.807	0.425	0.141	0.049	0.125	—	0.231
GAMMA2026.07		0.257	0.466	0.808	0.832	0.752	0.162	0.092	0.155	—	0.33
SIGTPP2026.07		2.2	1.4	1.4	4.2	1.8	3	1.6	2.4	2.25	—
DDPM2026.07		2.2	2.8	4.2	1.4	2.6	3.4	3	3.4	2.88	—
WGAN2026.07		2.8	3	3	3.6	3.6	3	3.2	3.2	3.17	—
VAE2026.07		3.2	3	3	1.6	2.6	2.2	2.4	1.6	2.45	—