ML Research Wiki / Benchmarks / Recommendation Systems / Gowalla

Gowalla

Recommendation Systems Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: nDCG@20

Top Performing Models

Rank Model Paper nDCG@20 Date Code
1 ConvNCF Outer Product-based Neural Collaborative Filtering 0.60 2018-08-12 📦 duxy-me/ConvNCF
2 NESCL Neighborhood-Enhanced Supervised Contrastive Learning for Collaborative Filtering 0.16 2024-02-18 📦 PeiJieSun/NESCL
3 RLAE-DAN Why is Normalization Necessary for Linear Recommenders? 0.16 2025-04-08 📦 psm1206/dan
4 BSPM-EM Blurring-Sharpening Process Models for Collaborative Filtering 0.16 2022-11-17 📦 jeongwhanchoi/bspm
5 MGDCF MGDCF: Distance Learning via Markov Graph Diffusion for Neural Collaborative Filtering 0.16 2022-04-05 📦 CrawlScript/Torch-MGDCF 📦 hujunxianligong/MGDCF
6 Emb-GCN UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation 0.16 2021-10-28 📦 reczoo/RecZoo 📦 shuyao-wang/dsl
7 LT-OCF LT-OCF: Learnable-Time ODE-based Collaborative Filtering 0.16 2021-08-08 📦 jeongwhanchoi/lt-ocf 📦 jeongwhanchoi/LT-OCF-Tutorial
8 BSPM-LM Blurring-Sharpening Process Models for Collaborative Filtering 0.16 2022-11-17 📦 jeongwhanchoi/bspm
9 SimpleX SimpleX: A Simple and Strong Baseline for Collaborative Filtering 0.16 2021-09-26 📦 reczoo/RecZoo
10 LightGCN LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation 0.16 2020-02-06 📦 microsoft/recommenders 📦 gusye1234/pytorch-light-gcn 📦 PreferredAI/cornac

All Papers (13)

duxy-me/ConvNCF
PeiJieSun/NESCL
psm1206/dan
jeongwhanchoi/bspm
CrawlScript/Torch-MGDCF hujunxianligong/MGDCF
reczoo/RecZoo shuyao-wang/dsl
jeongwhanchoi/lt-ocf jeongwhanchoi/LT-OCF-Tutorial
jeongwhanchoi/bspm
reczoo/RecZoo
microsoft/recommenders gusye1234/pytorch-light-gcn
seoyoungh/svd-ae jeongwhanchoi/svd-ae
giamba95/saplingsimilarity
dmlc/dgl PreferredAI/cornac