Next POI recommendation on NYC benchmark leaderboard · SOTA2 Research

Next POI recommendation on NYC

0.2451ND@1Mag-Mamba

Evaluation Results

Method	Links
Mag-Mamba2026.02		0.2451	0.3823	0.4149	0.3603
MeRa2026.06		0.2425	0.3825	0.4147	0.359
MCLP2026.02		0.2404	0.3674	0.3973	0.3507
MCLP2026.06		0.2404	0.3674	0.3973	0.3507
MeRa2026.06		0.2395	0.379	0.4105	0.3565
GeoMamba'252026.06		0.2377	0.3786	0.4012	0.3566
MTNet2026.02		0.2346	0.3689	0.4013	0.3522
LSTM*2026.06		0.232	0.358	0.388	0.342
HVGAE2026.02		0.2271	0.3651	0.3982	0.347
HVGAE2026.06		0.2271	0.3651	0.3982	0.347
GETNext2026.02		0.2244	0.3736	0.4046	0.3472
GETNext2026.06		0.2244	0.3736	0.4046	0.3472
HMambafull2026.06		0.2204	0.3679	0.4031	0.3465
AGRAN2026.02		0.2202	0.3638	0.3792	0.3343
AGRAN2026.06		0.2202	0.3638	0.3792	0.3343
ROTAN2026.02		0.2192	0.3652	0.3944	0.3468
HMST2026.02		0.2138	0.3747	0.4063	0.3482
HMST2026.06		0.2138	0.3747	0.4063	0.3482
GeoMamba2026.02		0.1988	0.3392	0.3506	0.3246
GeoMamba'242026.06		0.1988	0.3392	0.3506	0.3246
HMambahalf2026.06		0.1896	0.3453	0.3767	0.3222
HME2026.02		0.1619	0.2806	0.3226	0.2787
HME2026.06		0.1619	0.2806	0.3226	0.2787
PLSPL2026.02		0.1601	0.3048	0.3336	0.2849
PLSPL2026.06		0.1601	0.3048	0.3336	0.2849
LSTM2026.02		0.1306	0.2336	0.2585	0.2259