Top-N Recommendation on MovieLens 100k (test)
0.6695NDCG@10RQFedRec
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RQFedRecAggregation Type=Ours2026.01 | 0.6695 | 19.14 | 0.6271 | |
| FedCIAAggregation Type=ID-Index Aggregation2026.01 | 0.6228 | 17.49 | 0.5661 | |
| FedMFAggregation Type=Standard2026.01 | 0.6079 | 16.39 | 0.5527 | |
| FedNCFAggregation Type=Standard2026.01 | 0.6001 | 17.13 | 0.539 | |
| GPFedRecAggregation Type=ID-Index Aggregation2026.01 | 0.4861 | 11.34 | 0.4124 | |
| PFedRecAggregation Type=ID-Index Aggregation2026.01 | 0.3797 | 6.63 | 0.315 | |
| MFAggregation Type=No Aggregation2026.01 | 0.3157 | 5.19 | 0.2551 | |
| FedRAPAggregation Type=ID-Index Aggregation2026.01 | 0.2036 | 3.91 | 0.1559 | |
| TAI2Vec-ContTop-k=102026.04 | 0.0805 | — | — | |
| TAI2Vec-DiscTop-k=102026.04 | 0.0712 | — | — | |
| Item2VecTop-k=102026.04 | 0.0575 | — | — | |
| SeqI2VTop-k=102026.04 | 0.0539 | — | — |