ML Research Wiki / Benchmarks / Collaborative Filtering / Yelp2018

Yelp2018

Collaborative Filtering Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: NDCG@20

Top Performing Models

Rank Model Paper NDCG@20 Date Code
1 NESCL Neighborhood-Enhanced Supervised Contrastive Learning for Collaborative Filtering 0.06 2024-02-18 📦 PeiJieSun/NESCL
2 BSPM-EM Blurring-Sharpening Process Models for Collaborative Filtering 0.06 2022-11-17 📦 jeongwhanchoi/bspm
3 RLAE-DAN Why is Normalization Necessary for Linear Recommenders? 0.06 2025-04-08 📦 psm1206/dan
4 BSPM-LM Blurring-Sharpening Process Models for Collaborative Filtering 0.06 2022-11-17 📦 jeongwhanchoi/bspm
5 SimpleX SimpleX: A Simple and Strong Baseline for Collaborative Filtering 0.06 2021-09-26 📦 reczoo/RecZoo
6 UltraGCN UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation 0.06 2021-10-28 📦 reczoo/RecZoo 📦 shuyao-wang/dsl
7 SGL Self-supervised Graph Learning for Recommendation 0.06 2020-10-21 📦 hkuds/sslrec 📦 wujcan/SGL 📦 wujcan/sgl-torch
8 LT-OCF LT-OCF: Learnable-Time ODE-based Collaborative Filtering 0.05 2021-08-08 📦 jeongwhanchoi/lt-ocf 📦 jeongwhanchoi/LT-OCF-Tutorial
9 LightGCN LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation 0.05 2020-02-06 📦 microsoft/recommenders 📦 gusye1234/pytorch-light-gcn 📦 PreferredAI/cornac

All Papers (9)

PeiJieSun/NESCL
jeongwhanchoi/bspm
psm1206/dan
jeongwhanchoi/bspm
reczoo/RecZoo
reczoo/RecZoo shuyao-wang/dsl
hkuds/sslrec wujcan/SGL wujcan/sgl-torch
jeongwhanchoi/lt-ocf jeongwhanchoi/LT-OCF-Tutorial
microsoft/recommenders gusye1234/pytorch-light-gcn