Human mobility generation on Singapore (test) benchmark leaderboard · SOTA2 Research

Human mobility generation on Singapore (test)

0.8221Individual ScoreCTGAN

Evaluation Results

Method	Links
CTGAN2026.06		0.8221	0.42	0.4021	0.7563	0.0156	0.2828	2.5986	0.1528	0.0563	4.177
CopulaGAN2026.06		0.7927	0.4021	0.3906	0.5836	0.0095	0.2026	2.4513	0.1217	0.0484	3.8276
LLMob2026.06		0.7731	0.4173	0.3558	2.3958	0.1785	0.5079	5.987	0.4172	0.0794	9.1559
TVAE2026.06		0.7668	0.3834	0.3834	0.4784	0.0036	0.2128	1.9014	0.0876	0.0152	3.1466
Markov2026.06		0.7587	0.3736	0.3851	0.4791	0.0062	0.2171	1.9065	0.0548	0.018	3.1443
Gaussian Copula2026.06		0.6353	0.3182	0.3171	0.452	0.0014	0.1539	2.3198	0.029	0.0592	3.4071
LLMob2026.06		0.4949	0.2587	0.2362	0.4564	0.0204	0.1496	0.5445	0.0274	0.0104	1.4958
MNL2026.06		0.4737	0.2476	0.2261	0.2316	0.0137	0.0636	0.9827	0.071	0.0632	1.688
Deep Behavior Choice2026.06		0.4131	0.2117	0.2014	0.1169	0.0066	0.0357	0.2683	0.0048	0.0105	0.7983
AIRL Behavior Choice2026.06		0.3876	0.2006	0.187	0.1098	0.0061	0.0335	0.288	0.0024	0.0208	0.7854
MobEvolve2026.06		0.3839	0.192	0.1919	0.0578	0.0005	0.0272	0.0759	0.0014	0.0066	0.5176