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Models/DGCF

DGCF

Reported on 17 benchmarks across 2 tasks · 2 papers · 2 SOTA

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

Knowledge Base15 results

Recommendation SystemsonAmazon Digital Music
Hit Ratio· 2024-09-24
40.46
best: 44.69 (LATTICE (AltCLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Digital Music
Recall· 2024-09-24
26.47
best: 30.19 (LATTICE (AltCLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Digital Music
nDCG· 2024-09-24
14.46
best: 16.58 (LATTICE (AltCLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Office Products
Hit Ratio· 2024-09-24
20.89
best: 25.88 (FREEDOM (CLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Office Products
Recall· 2024-09-24
12.19
best: 15.75 (LATTICE (ResNet50+ Sentence Bert))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Office Products
nDCG· 2024-09-24
5.89
best: 7.71 (LATTICE (ResNet50+ Sentence Bert))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Baby
Hit Ratio· 2024-09-24
10.26
best: 14.45 (FREEDOM (CLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Baby
Recall· 2024-09-24
6.08
best: 8.95 (FREEDOM (CLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Baby
nDCG· 2024-09-24
3.03
best: 4.36 (FREEDOM (CLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Toys & Games
Hit Ratio· 2024-09-24
14.71
best: 20.7 (FREEDOM (MMFashion + Sentence Bert))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Toys & Games
Recall· 2024-09-24
9.43
best: 13.73 (FREEDOM (MMFashion + Sentence Bert))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Toys & Games
nDCG· 2024-09-24
5.12
best: 7.1 (FREEDOM (MMFashion + Sentence Bert))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Beauty
Hit Ratio· 2024-09-24
16.21
best: 21.31 (LATTICE (ALIGN))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Beauty
Recall· 2024-09-24
10.42
best: 13.93 (LATTICE (ALIGN))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Beauty
nDCG· 2024-09-24
5.27
best: 7.24 (FREEDOM (ResNet50 + Sentence Bert))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857

Miscellaneous2 results

Collaborative FilteringonMovieLens 1M
NDCG@20· 2020-07-03
0.2504
best: 0.267 (SimpleX)
SOTA
Disentangled Graph Collaborative Filtering arXiv:2007.01764
Collaborative FilteringonMovieLens 1M
Recall@20· 2020-07-03
0.264
best: 0.2787 (UltraGCN)
SOTA
Disentangled Graph Collaborative Filtering arXiv:2007.01764