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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 rowonly 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.

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 , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples 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)