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MNIST

Papers archive 2025-07-28

papers with a benchmark row: 216 · with a code link: 180 · where Syntology ran a sample: 78 (66 with a run with no instrument failure, 12 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (78 of 216 with a benchmark row: 66 with a run with no instrument failure, 12 where every run was a failure of Syntology's instrument)

Page 2 of 3: papers 101 to 200 of 216 with a leaderboard row on this dataset's benchmarks, newest first by the archive's date (ties by slug; undated papers last).

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 7,651. 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
How to train your neural ODE: the world of Jacobian and kinetic regularization 2 2 7 Feb 2020 12 ran (of which 1 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) · 3 unverified
No Routing Needed Between Capsules 1 1 24 Jan 2020 not harvested
Stochastic Optimization of Plain Convolutional Neural Networks with Simple methods 1 1 24 Jan 2020 not harvested
Recurrent Highway Networks with Grouped Auxiliary Memory 4 1 13 Dec 2019 not harvested
General E(2)-Equivariant Steerable CNNs 1 1 1 Dec 2019 not harvested
Legendre Memory Units: Continuous-Time Representation in Recurrent Neural Networks 2 1 1 Dec 2019 not harvested
Light-weight Calibrator: a Separable Component for Unsupervised Domain Adaptation 1 2 28 Nov 2019 not harvested
The Weighted Tsetlin Machine: Compressed Representations with Weighted Clauses 2 1 28 Nov 2019 not harvested
Gating Revisited: Deep Multi-layer RNNs That Can Be Trained 3 1 25 Nov 2019 not harvested
Structural Analysis of Sparse Neural Networks 0 1 16 Oct 2019 not harvested
Deep Independently Recurrent Neural Network (IndRNN) 1 1 11 Oct 2019 not harvested
Prescribed Generative Adversarial Networks 2 1 9 Oct 2019 not harvested
Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature Drift 0 1 26 Sep 2019 not harvested
Cycle-consistent Conditional Adversarial Transfer Networks 1 3 17 Sep 2019 not harvested
N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding 5 2 16 Aug 2019 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
PCGAN-CHAR: Progressively Trained Classifier Generative Adversarial Networks for Classification of Noisy Handwritten Bangla Characters 0 3 11 Aug 2019 not harvested
NeuPDE: Neural Network Based Ordinary and Partial Differential Equations for Modeling Time-Dependent Data 0 1 8 Aug 2019 not harvested
MintNet: Building Invertible Neural Networks with Masked Convolutions 1 1 18 Jul 2019 not harvested
R-Transformer: Recurrent Neural Network Enhanced Transformer 2 1 12 Jul 2019 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Sparse Networks from Scratch: Faster Training without Losing Performance 2 1 10 Jul 2019 official: harvested for another paper · 0 ran · 1 unverified
Residual Flows for Invertible Generative Modeling 4 1 6 Jun 2019 community repositories only · 8 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified
Balanced Self-Paced Learning for Generative Adversarial Clustering Network 0 1 1 Jun 2019 not harvested
d-SNE: Domain Adaptation Using Stochastic Neighborhood Embedding 1 1 1 Jun 2019 not harvested
Improved Training Speed, Accuracy, and Data Utilization Through Loss Function Optimization 2 1 27 May 2019 not harvested
Learning Smooth Representation for Unsupervised Domain Adaptation 1 3 26 May 2019 not harvested
Generative Latent Flow 1 1 24 May 2019 5 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; 4 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
The Convolutional Tsetlin Machine 9 1 23 May 2019 official: not harvested · 0 ran · 1 unverified
Graph Convolutional Gaussian Processes 0 1 14 May 2019 not harvested
Analysing Neural Network Topologies: a Game Theoretic Approach 0 1 17 Apr 2019 not harvested
TextCaps : Handwritten Character Recognition with Very Small Datasets 3 1 17 Apr 2019 not harvested
Augmented Neural ODEs 6 2 2 Apr 2019 official (archive's flag): 6 ran · 8 ran (of which 2 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) · 1 unverified (2 pointer-only for licence)
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection 2 5 30 Mar 2019 not harvested
Cluster Alignment with a Teacher for Unsupervised Domain Adaptation 1 3 24 Mar 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: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
PuVAE: A Variational Autoencoder to Purify Adversarial Examples 0 1 2 Mar 2019 not harvested
Concrete Autoencoders for Differentiable Feature Selection and Reconstruction 2 1 27 Jan 2019 community repositories only · 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) · 1 unverified
Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction 1 2 23 Jan 2019 not harvested
Training Neural Networks with Local Error Signals 2 1 20 Jan 2019 not harvested
Learning to Remember More with Less Memorization 1 1 5 Jan 2019 3 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; 2 where Syntology's instrument failed) · 0 unverified
Deep Density-based Image Clustering 1 3 11 Dec 2018 not harvested
Invertible Residual Networks 5 1 2 Nov 2018 9 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 7 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Deep clustering: On the link between discriminative models and K-means 1 2 9 Oct 2018 not harvested
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models 7 1 2 Oct 2018 4 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Invariant Information Clustering for Unsupervised Image Classification and Segmentation 6 1 17 Jul 2018 official (archive's flag): 2 ran · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified
Pixel-level Reconstruction and Classification for Noisy Handwritten Bangla Characters 0 3 21 Jun 2018 not harvested
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models 5 1 17 May 2018 official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence)
RMDL: Random Multimodel Deep Learning for Classification 1 1 3 May 2018 not harvested
The Tsetlin Machine - A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic 16 1 4 Apr 2018 community repositories only · 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) · 0 unverified
DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation 4 3 27 Mar 2018 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified
Independently Recurrent Neural Network (IndRNN): Building A Longer and Deeper RNN 11 1 13 Mar 2018 community repositories only · 5 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; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Inferencing Based on Unsupervised Learning of Disentangled Representations 2 1 7 Mar 2018 not harvested
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling 35 1 4 Mar 2018 community repositories only · 9 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; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Learning Latent Representations in Neural Networks for Clustering through Pseudo Supervision and Graph-based Activity Regularization 0 1 8 Feb 2018 not harvested
Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection 2 5 1 Jan 2018 not harvested
Maximum Classifier Discrepancy for Unsupervised Domain Adaptation 9 2 7 Dec 2017 community repositories only · 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) · 0 unverified (1 pointer-only for licence)
SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels 5 1 24 Nov 2017 not harvested
Learning Steerable Filters for Rotation Equivariant CNNs 0 1 20 Nov 2017 not harvested
CyCADA: Cycle-Consistent Adversarial Domain Adaptation 3 1 8 Nov 2017 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified
Dynamic Routing Between Capsules 77 1 26 Oct 2017 official (archive's flag): 1 ran · 75 ran (of which 0 constructed an object rather than computing a result; 58 with no instrument failure: 0 honoured, 0 violated, 58 with no contract checked; 17 where Syntology's instrument failed) · 43 unverified (13 pointer-only for licence)
Deep Convolutional Neural Networks as Generic Feature Extractors 0 1 6 Oct 2017 not harvested
Dilated Recurrent Neural Networks 2 1 5 Oct 2017 community repositories only · 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
ProjectionNet: Learning Efficient On-Device Deep Networks Using Neural Projections 0 1 2 Aug 2017 not harvested
Self-ensembling for visual domain adaptation 3 2 16 Jun 2017 not harvested
PixelGAN Autoencoders 1 1 2 Jun 2017 not harvested
Conditional Adversarial Domain Adaptation 5 1 26 May 2017 official: harvested for another paper · 0 ran · 3 unverified
Training Deep Networks without Learning Rates Through Coin Betting 6 1 22 May 2017 not harvested
Masked Autoregressive Flow for Density Estimation 21 1 19 May 2017 community repositories only · 22 ran (of which 14 constructed an object rather than computing a result; 22 with no instrument failure: 2 honoured, 0 violated, 20 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (9 pointer-only for licence)
Convolutional Sequence to Sequence Learning 37 1 8 May 2017 not harvested
Discriminatively Boosted Image Clustering with Fully Convolutional Auto-Encoders 2 1 23 Mar 2017 not harvested
Adversarial Discriminative Domain Adaptation 20 2 17 Feb 2017 14 ran (of which 5 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 7 where Syntology's instrument failed) · 34 unverified (12 pointer-only for licence)
Geometric deep learning on graphs and manifolds using mixture model CNNs 4 1 25 Nov 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) · 3 unverified (1 pointer-only for licence)
Unsupervised Cross-Domain Image Generation 6 1 7 Nov 2016 12 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 1 where Syntology's instrument failed) · 6 unverified (2 pointer-only for licence)
Full-Capacity Unitary Recurrent Neural Networks 2 1 31 Oct 2016 not harvested
Domain Separation Networks 6 1 22 Aug 2016 community repositories only · 10 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; 5 where Syntology's instrument failed) · 4 unverified (6 pointer-only for licence)
Lets keep it simple, Using simple architectures to outperform deeper and more complex architectures 9 1 22 Aug 2016 community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets 38 1 12 Jun 2016 5 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; 4 where Syntology's instrument failed) · 1 unverified
Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering 1 1 9 May 2016 not harvested
Joint Unsupervised Learning of Deep Representations and Image Clusters 3 2 13 Apr 2016 official (archive's flag): 1 ran · 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
Recurrent Batch Normalization 3 1 30 Mar 2016 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
Sparse Activity and Sparse Connectivity in Supervised Learning 0 1 28 Mar 2016 not harvested
Learning Structured Output Representation using Deep Conditional Generative Models 1 1 1 Dec 2015 not harvested
Unitary Evolution Recurrent Neural Networks 2 1 20 Nov 2015 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
All you need is a good init 11 1 19 Nov 2015 official: harvested, nothing ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 9 unverified (2 pointer-only for licence)
Convolutional Clustering for Unsupervised Learning 0 1 19 Nov 2015 not harvested
Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks 5 1 19 Nov 2015 not harvested
Adversarial Autoencoders 29 1 18 Nov 2015 9 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 3 honoured, 1 violated, 1 with no contract checked; 4 where Syntology's instrument failed) · 3 unverified (9 pointer-only for licence)
Competitive Multi-scale Convolution 0 1 18 Nov 2015 not harvested
Batch-normalized Maxout Network in Network 1 1 9 Nov 2015 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
BinaryConnect: Training Deep Neural Networks with binary weights during propagations 5 1 2 Nov 2015 community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
How Important is Weight Symmetry in Backpropagation? 2 1 17 Oct 2015 not harvested
Generalizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated, and Tree 2 1 30 Sep 2015 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (1 pointer-only for licence)
Tensorizing Neural Networks 4 1 22 Sep 2015 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
On the Importance of Normalisation Layers in Deep Learning with Piecewise Linear Activation Units 0 1 3 Aug 2015 not harvested
Training Very Deep Networks 3 1 22 Jul 2015 not harvested
Siamese neural networks for one-shot image recognition 10 1 10 Jul 2015 not harvested
Stacked What-Where Auto-encoders 2 1 8 Jun 2015 not harvested
Domain-Adversarial Training of Neural Networks 37 1 28 May 2015 35 ran (of which 11 constructed an object rather than computing a result; 18 with no instrument failure: 1 honoured, 0 violated, 17 with no contract checked; 17 where Syntology's instrument failed) · 17 unverified (22 pointer-only for licence)
APAC: Augmented PAttern Classification with Neural Networks 0 1 13 May 2015 not harvested
ReNet: A Recurrent Neural Network Based Alternative to Convolutional Networks 4 1 3 May 2015 not harvested
A Simple Way to Initialize Recurrent Networks of Rectified Linear Units 6 1 3 Apr 2015 not harvested
Enhanced Image Classification With a Fast-Learning Shallow Convolutional Neural Network 0 1 16 Mar 2015 not harvested