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Models/LightGCN

LightGCN

Reported on 32 benchmarks across 2 tasks · 2 papers · 16 SOTA

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

Knowledge Base24 results

Recommendation SystemsonGowalla
Recall@20· 2020-02-06
0.183
best: 0.1922 (RLAE-DAN)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Recommendation SystemsonYelp2018
NDCG@20· 2020-02-06
0.053
best: 0.0611 (NESCL)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Recommendation SystemsonYelp2018
Recall@20· 2020-02-06
0.0649
best: 0.0743 (NESCL)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Recommendation SystemsonAmazon-Book
Recall@20· 2020-02-06
0.0411
best: 0.0773 (SSCF)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Recommendation SystemsonAmazon-Book
nDCG@20· 2020-02-06
0.0315
best: 0.0647 (SSCF)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Recommendation SystemsonAmazon Baby
NDCG@20· 2020-02-06
0.0328
best: 0.0452 (MIG-GT)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Recommendation SystemsonAmazon Sports
NGCG@20· 2020-02-06
0.0387
best: 0.0511 (MIG-GT)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Recommendation SystemsonAmazon Clothing
NDCG@20· 2020-02-06
0.0243
best: 0.0422 (MIG-GT)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Recommendation SystemsonAmazon Digital Music
Hit Ratio· 2024-09-24
43.19
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
28.66
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
14.95
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
23.95
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
13.99
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
6.93
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
12.6
best: 14.45 (FREEDOM (CLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Baby
Recall· 2024-09-24
7.56
best: 8.95 (FREEDOM (CLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Baby
nDCG· 2024-09-24
3.82
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
16.63
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
10.59
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
5.58
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
19.03
best: 21.31 (LATTICE (ALIGN))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Beauty
Recall· 2024-09-24
12.3
best: 13.93 (LATTICE (ALIGN))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Beauty
nDCG· 2024-09-24
6.42
best: 7.24 (FREEDOM (ResNet50 + Sentence Bert))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonGowalla
nDCG@20· 2020-02-06
0.1554
best: 0.6019 (ConvNCF)
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126

Miscellaneous8 results

Collaborative FilteringonGowalla
NDCG@20· 2020-02-06
0.1554
best: 0.1617 (NESCL)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Collaborative FilteringonGowalla
Recall@20· 2020-02-06
0.183
best: 0.1922 (RLAE-DAN)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Collaborative FilteringonYelp2018
NDCG@20· 2020-02-06
0.053
best: 0.0611 (NESCL)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Collaborative FilteringonYelp2018
Recall@20· 2020-02-06
0.0649
best: 0.0743 (NESCL)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Collaborative FilteringonMovieLens 1M
NDCG@20· 2020-02-06
0.2427
best: 0.267 (SimpleX)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Collaborative FilteringonMovieLens 1M
Recall@20· 2020-02-06
0.2576
best: 0.2787 (UltraGCN)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Collaborative FilteringonAmazon-Book
NDCG@20· 2020-02-06
0.0315
best: 0.0637 (SANSA)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126
Collaborative FilteringonAmazon-Book
Recall@20· 2020-02-06
0.0411
best: 0.0768 (SANSA)
SOTA
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation arXiv:2002.02126