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ResearchFormerly WizWand

TKY

Benchmarks

TaskDatasetSOTA resultTrendResults

Next-POI Recommendation

TKY (test)

40.72MRR

43

Next-POI Prediction

TKY

72.58HR@20

26

Next POI recommendation

TKY

0.242ND@1

26

Next POI Prediction

TKY

30.47ACC@1

18

Next POI Prediction

TKY (Head)

91.94H@20

13

Next Point-of-Interest Recommendation

TKY

50.95HR@5

13

Location Prediction

TKY

52.72HR@5

12

Trajectory Perturbation

TKY (first 100 trajectories)

0.05Total Time Cost (ms)

5

Next-POI Prediction

TKY User Last (test)

30.62HR@1

3

Local Service Recommendation

TKY

5.59CUR

2

Next-POI Prediction

TKY Trajectory Last (test)

33.16HR@1

1