OpenCodePapers

recommendation-systems-on-gowalla

Recommendation Systems
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodenDCG@20Recall@20HR@10HR@100PSP@10nDCG@10nDCG@100ModelNameReleaseDate
Outer Product-based Neural Collaborative Filtering✓ Link0.6019ConvNCF2018-08-12
Neighborhood-Enhanced Supervised Contrastive Learning for Collaborative Filtering✓ Link0.16170.1917NESCL2024-02-18
Why is Normalization Necessary for Linear Recommenders?✓ Link0.16050.1922RLAE-DAN2025-04-08
Blurring-Sharpening Process Models for Collaborative Filtering✓ Link0.15970.1920BSPM-EM2022-11-17
MGDCF: Distance Learning via Markov Graph Diffusion for Neural Collaborative Filtering✓ Link0.15890.1864MGDCF2022-04-05
UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation✓ Link0.15800.1862Emb-GCN2021-10-28
LT-OCF: Learnable-Time ODE-based Collaborative Filtering✓ Link0.15740.1875LT-OCF2021-08-08
Blurring-Sharpening Process Models for Collaborative Filtering✓ Link0.1570.1901BSPM-LM2022-11-17
SimpleX: A Simple and Strong Baseline for Collaborative Filtering✓ Link0.15570.1872SimpleX2021-09-26
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation✓ Link0.15540.1830LightGCN2020-02-06
Sapling Similarity: a performing and interpretable memory-based tool for recommendation✓ Link0.13900.1775SSCF2022-10-13
Neural Graph Collaborative Filtering✓ Link0.13270.1570NGCF2019-05-20
SVD-AE: Simple Autoencoders for Collaborative Filtering✓ Link0.1440.37340.2480.13940.2115SVD-AE2024-05-08