ML Research Wiki / Benchmarks / Recommendation Systems / Amazon-Book

Amazon-Book

Recommendation Systems Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: nDCG@20

Top Performing Models

Rank Model Paper nDCG@20 Date Code
1 SSCF Sapling Similarity: a performing and interpretable memory-based tool for recommendation 0.06 2022-10-13 📦 giamba95/saplingsimilarity
2 RLAE-DAN Why is Normalization Necessary for Linear Recommenders? 0.06 2025-04-08 📦 psm1206/dan
3 HSTU+MoL Retrieval with Learned Similarities 0.06 2024-07-22 📦 bailuding/rails
4 BSPM-LM Blurring-Sharpening Process Models for Collaborative Filtering 0.06 2022-11-17 📦 jeongwhanchoi/bspm
5 BSPM-EM Blurring-Sharpening Process Models for Collaborative Filtering 0.06 2022-11-17 📦 jeongwhanchoi/bspm
6 Turbo-CF Turbo-CF: Matrix Decomposition-Free Graph Filtering for Fast Recommendation 0.06 2024-04-22 📦 jindeok/turbo-cf
7 Emb-GCN UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation 0.06 2021-10-28 📦 reczoo/RecZoo 📦 shuyao-wang/dsl
8 NESCL Neighborhood-Enhanced Supervised Contrastive Learning for Collaborative Filtering 0.05 2024-02-18 📦 PeiJieSun/NESCL
9 HSTU Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations 0.05 2024-02-27 📦 facebookresearch/generative-recommenders 📦 alibaba/TorchEasyRec 📦 glb400/Toy-RecLM
10 SimpleX SimpleX: A Simple and Strong Baseline for Collaborative Filtering 0.05 2021-09-26 📦 reczoo/RecZoo

All Papers (15)

giamba95/saplingsimilarity
psm1206/dan
bailuding/rails
jeongwhanchoi/bspm
jeongwhanchoi/bspm
jindeok/turbo-cf
reczoo/RecZoo shuyao-wang/dsl
PeiJieSun/NESCL
facebookresearch/generative-recommenders alibaba/TorchEasyRec
reczoo/RecZoo
CrawlScript/Torch-MGDCF hujunxianligong/MGDCF
jeongwhanchoi/lt-ocf jeongwhanchoi/LT-OCF-Tutorial
microsoft/recommenders gusye1234/pytorch-light-gcn
microsoft/recommenders facebookresearch/generative-recommenders
dmlc/dgl PreferredAI/cornac