FourSquare

Benchmarks

Task Name	Dataset Name	SOTA Result
Sequential Recommendation	Foursquare	HR@200.0323	28
Sequential Recommendation	Foursquare	NDCG@525.52	14
Next Location Prediction	FourSquare	Top-1 Accuracy17.29	13
Mobility Prediction	Foursquare-NYC	Weighted Precision35.08	12
POI Recommendation	Foursquare TKY	Normalized Accumulated Reward14	10
POI Recommendation	Foursquare NYC	Normalized Accumulated Reward8.49	10
Trajectory User Link	FourSquare	Accuracy@172.08	10
Trajectory Generation	FS-TKY (Foursquare) 2014 2016 (test)	Distance Error0.015	9
Time Prediction	FourSquare	MAE309.78	8
Next Visit Prediction	Foursquare Tokyo	H@1035.71	7
Next POI Recommendation	Foursquare Tokyo	Hit Rate@1040.55	7
Next POI prediction	Foursquare SG	Hit Rate@110.89	6
Next POI prediction	Foursquare NY	Hit@18.165	6
Social link inference	Foursquare Tokyo	AP93.54	6
Point-of-Interest Recommendation	Foursquare-NYC Cold-start (test)	R@1031.3	5

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