ML Research Wiki / Benchmarks / Collaborative Filtering / Gowalla

Gowalla

Collaborative Filtering Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: Recall@20

Top Performing Models

Rank Model Paper Recall@20 Date Code
1 RLAE-DAN Why is Normalization Necessary for Linear Recommenders? 0.19 2025-04-08 📦 psm1206/dan
2 BSPM-EM Blurring-Sharpening Process Models for Collaborative Filtering 0.19 2022-11-17 📦 jeongwhanchoi/bspm
3 NESCL Neighborhood-Enhanced Supervised Contrastive Learning for Collaborative Filtering 0.19 2024-02-18 📦 PeiJieSun/NESCL
4 BSPM-LM Blurring-Sharpening Process Models for Collaborative Filtering 0.19 2022-11-17 📦 jeongwhanchoi/bspm
5 LT-OCF LT-OCF: Learnable-Time ODE-based Collaborative Filtering 0.19 2021-08-08 📦 jeongwhanchoi/lt-ocf 📦 jeongwhanchoi/LT-OCF-Tutorial
6 SimpleX SimpleX: A Simple and Strong Baseline for Collaborative Filtering 0.19 2021-09-26 📦 reczoo/RecZoo
7 UltraGCN UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation 0.19 2021-10-28 📦 reczoo/RecZoo 📦 shuyao-wang/dsl
8 Emb-GCN UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation 0.19 2021-10-28 📦 reczoo/RecZoo 📦 shuyao-wang/dsl
9 GF-CF How Powerful is Graph Convolution for Recommendation? 0.18 2021-08-17 📦 yshenaw/GF_CF
10 LightGCN LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation 0.18 2020-02-06 📦 microsoft/recommenders 📦 gusye1234/pytorch-light-gcn 📦 PreferredAI/cornac

All Papers (11)

psm1206/dan
jeongwhanchoi/bspm
PeiJieSun/NESCL
jeongwhanchoi/bspm
jeongwhanchoi/lt-ocf jeongwhanchoi/LT-OCF-Tutorial
reczoo/RecZoo
reczoo/RecZoo shuyao-wang/dsl
reczoo/RecZoo shuyao-wang/dsl
yshenaw/GF_CF
microsoft/recommenders gusye1234/pytorch-light-gcn
dmlc/dgl PreferredAI/cornac