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Models/TiM4Rec

TiM4Rec

Reported on 29 benchmarks across 1 task · 1 paper · 23 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Knowledge Base29 results

Recommendation SystemsonAmazon-Beauty
HR@50· 2024-09-24
0.18
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonAmazon-Beauty
MRR@10· 2024-09-24
0.0321
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonAmazon-Beauty
MRR@50· 2024-09-24
0.0363
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonAmazon-Beauty
NDCG@50· 2024-09-24
0.0651
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonKuaiRand
HR@10· 2024-09-24
0.1109
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonKuaiRand
HR@20· 2024-09-24
0.1774
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonKuaiRand
HR@50· 2024-09-24
0.3202
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonKuaiRand
MRR@10· 2024-09-24
0.0463
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonKuaiRand
MRR@20· 2024-09-24
0.0508
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonKuaiRand
MRR@50· 2024-09-24
0.0552
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonKuaiRand
NDCG@10· 2024-09-24
0.0611
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonKuaiRand
NDCG@20· 2024-09-24
0.0779
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonKuaiRand
NDCG@50· 2024-09-24
0.106
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonMovieLens 1M
HR@20· 2024-09-24
0.4338
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonMovieLens 1M
HR@5· 2024-09-24
0.2308
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonMovieLens 1M
HR@50· 2024-09-24
0.577
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonMovieLens 1M
MRR@10· 2024-09-24
0.1512
best: 0.1688 (SS4Rec)
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonMovieLens 1M
MRR@20· 2024-09-24
0.1584
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonMovieLens 1M
MRR@50· 2024-09-24
0.1629
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonMovieLens 1M
NDCG@10· 2024-09-24
0.1932
best: 0.2127 (SS4Rec)
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonMovieLens 1M
NDCG@20· 2024-09-24
0.2194
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonMovieLens 1M
NDCG@5· 2024-09-24
0.1608
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonMovieLens 1M
NDCG@50· 2024-09-24
0.2477
SOTA
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonAmazon-Beauty
HR@10· 2024-09-24
0.0854
best: 0.1008 (BSARec)
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonAmazon-Beauty
HR@20· 2024-09-24
0.1204
best: 0.1373 (BSARec)
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonAmazon-Beauty
MRR@20· 2024-09-24
0.0345
best: 0.2824 (HetroFair)
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonAmazon-Beauty
NDCG@20· 2024-09-24
0.0533
best: 0.2308 (HetroFair)
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonAmazon-Beauty
nDCG@10· 2024-09-24
0.0446
best: 0.0611 (BSARec)
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182
Recommendation SystemsonMovieLens 1M
HR@10· 2024-09-24
0.331
best: 0.8903 (KTUP (soft))
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model arXiv:2409.16182