Datasets › MovieLens › Papers where code ran, page 1
MovieLens
Papers archive 2025-07-28
papers with a benchmark row: 84 · with a code link: 81 · where Syntology ran a sample: 29 (29 with a run with no instrument failure, 0 where every run was a failure of Syntology's instrument) Syntology
Show:
all papers with a benchmark row only where code ran (29 of 84 with a benchmark row: 29 with a run with no instrument failure, 0 where every run was a failure of Syntology's instrument)
Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.
Page 1 of 1: papers 1 to 29 of the 29 papers with a benchmark row here where Syntology ran at least one harvested sample (29 with a run with no instrument failure, 0 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.
A run counts when it is a run with no instrument failure any run, instrument failures included The first hides, in your browser, the papers where every run was a failure of Syntology's instrument; the second shows every paper on this page.
The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 1,246. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since 2026-09-28 , the first build that kept a record date for it; when this build read Syntology's graph is in the build record .
Paper Code Results Date Samples run Syntology
SVD-AE: Simple Autoencoders for Collaborative Filtering
2
2
8 May 2024
official (archive's flag): 1 ran · 3 ran (of which 1 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations
12
2
27 Feb 2024
official (archive's flag): 2 ran · 15 ran (of which 13 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 1 where Syntology's instrument failed) · 27 unverified (3 pointer-only for licence )
An Attentive Inductive Bias for Sequential Recommendation beyond the Self-Attention
2
1
16 Dec 2023
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (7 pointer-only for licence )
FinalMLP: An Enhanced Two-Stream MLP Model for CTR Prediction
4
1
3 Apr 2023
community repositories only · 13 ran (of which 4 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 1 violated, 6 with no contract checked; 5 where Syntology's instrument failed) · 3 unverified
Infinite Recommendation Networks: A Data-Centric Approach
5
1
3 Jun 2022
official (archive's flag): 5 ran · 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified
Disentangled Graph Collaborative Filtering
2
1
3 Jul 2020
official (archive's flag): 1 ran · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 2 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (6 pointer-only for licence )
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation
18
1
6 Feb 2020
official: no sample here; runs from other or unrecorded repositories · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence )
RecVAE: a New Variational Autoencoder for Top-N Recommendations with Implicit Feedback
3
1
24 Dec 2019
official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified
Hyper-SAGNN: a self-attention based graph neural network for hypergraphs
1
2
6 Nov 2019
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence )
Adaptive Factorization Network: Learning Adaptive-Order Feature Interactions
4
1
7 Sep 2019
official: no sample here; runs from other or unrecorded repositories · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Hierarchical Gating Networks for Sequential Recommendation
2
1
21 Jun 2019
official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
KGAT: Knowledge Graph Attention Network for Recommendation
7
1
20 May 2019
official (archive's flag): 3 ran · 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 1 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (7 pointer-only for licence )
Neural Graph Collaborative Filtering
21
1
20 May 2019
community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence )
Behavior Sequence Transformer for E-commerce Recommendation in Alibaba
9
1
15 May 2019
1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems
6
1
11 May 2019
2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Embarrassingly Shallow Autoencoders for Sparse Data
9
1
8 May 2019
5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
On the Difficulty of Evaluating Baselines: A Study on Recommender Systems
2
5
4 May 2019
3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Inductive Matrix Completion Based on Graph Neural Networks
3
2
26 Apr 2019
official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence )
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer
8
2
14 Apr 2019
official (archive's flag): 3 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence )
Knowledge Graph Convolutional Networks for Recommender Systems
8
1
18 Mar 2019
official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence )
Multi-Task Feature Learning for Knowledge Graph Enhanced Recommendation
3
1
23 Jan 2019
official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks
19
1
29 Oct 2018
community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Self-Attentive Sequential Recommendation
8
3
20 Aug 2018
12 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 8 unverified (5 pointer-only for licence )
RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems
9
1
9 Mar 2018
official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence )
Variational Autoencoders for Collaborative Filtering
18
2
16 Feb 2018
community repositories only · 14 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified (1 pointer-only for licence )
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
23
1
13 Mar 2017
community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence )
Wide & Deep Learning for Recommender Systems
39
1
24 Jun 2016
3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence )
A Neural Autoregressive Approach to Collaborative Filtering
3
2
31 May 2016
2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Session-based Recommendations with Recurrent Neural Networks
25
2
21 Nov 2015
11 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 1 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence )