Datasets › CelebA › Papers where code ran, page 1

CelebA (CelebFaces Attributes Dataset)

Papers archive 2025-07-28

papers with a benchmark row: 73 · with a code link: 63 · where Syntology ran a sample: 35 (30 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (35 of 73 with a benchmark row: 30 with a run with no instrument failure, 5 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 35 of the 35 papers with a benchmark row here where Syntology ran at least one harvested sample (30 with a run with no instrument failure, 5 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 3,477. 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
Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration 1 1 1 Oct 2024 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) · 3 unverified (4 pointer-only for licence)
Less is More: Fewer Interpretable Region via Submodular Subset Selection 1 1 14 Feb 2024 official (archive's flag): 3 ran · 3 ran (of which 2 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 (3 pointer-only for licence)
Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling 1 1 10 Oct 2023 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 3 honoured, 0 violated, 5 with no contract checked; 5 where Syntology's instrument failed) · 4 unverified (8 pointer-only for licence)
Blackout Diffusion: Generative Diffusion Models in Discrete-State Spaces 1 1 18 May 2023 official (archive's flag): 4 ran · 4 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; 2 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Continuous-Time Functional Diffusion Processes 1 2 1 Mar 2023 official (archive's flag): 3 ran · 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 (3 pointer-only for licence)
Input Perturbation Reduces Exposure Bias in Diffusion Models 1 1 27 Jan 2023 official: harvested, nothing ran · 2 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; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model 4 15 1 Dec 2022 community repositories only · 16 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; 5 where Syntology's instrument failed) · 7 unverified (10 pointer-only for licence)
Refining Generative Process with Discriminator Guidance in Score-based Diffusion Models 2 1 28 Nov 2022 official: no sample here; runs from other or unrecorded repositories · 2 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Making Sense of Dependence: Efficient Black-box Explanations Using Dependence Measure 1 2 13 Jun 2022 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) · 0 unverified (1 pointer-only for licence)
Diffusion-GAN: Training GANs with Diffusion 4 1 5 Jun 2022 community repositories only · 15 ran (of which 1 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 9 where Syntology's instrument failed) · 3 unverified (8 pointer-only for licence)
Maximum Likelihood Training of Implicit Nonlinear Diffusion Models 1 2 27 May 2022 official (archive's flag): 7 ran · 7 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; 2 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence)
Pseudo Numerical Methods for Diffusion Models on Manifolds 9 1 20 Feb 2022 official (archive's flag): 2 ran · 10 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 6 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence)
StyleSwin: Transformer-based GAN for High-resolution Image Generation 1 1 20 Dec 2021 official (archive's flag): 2 ran · 5 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; 5 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Improved Transformer for High-Resolution GANs 1 1 14 Jun 2021 official (archive's flag): 3 ran · 3 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation 1 3 10 Jun 2021 official (archive's flag): 11 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) · 1 unverified (5 pointer-only for licence)
Score-based Generative Modeling in Latent Space 1 1 10 Jun 2021 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) · 3 unverified (5 pointer-only for licence)
Consistency Regularization for Variational Auto-Encoders 1 1 31 May 2021 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) · 1 unverified
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up 10 1 14 Feb 2021 official: no sample here; runs from other or unrecorded repositories · 8 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 6 where Syntology's instrument failed) · 0 unverified (7 pointer-only for licence)
Taming Transformers for High-Resolution Image Synthesis 13 1 17 Dec 2020 official (archive's flag): 2 ran · 6 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; 4 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
NVAE: A Deep Hierarchical Variational Autoencoder 10 1 8 Jul 2020 official (archive's flag): 9 ran · 26 ran (of which 15 constructed an object rather than computing a result; 21 with no instrument failure: 3 honoured, 0 violated, 18 with no contract checked; 5 where Syntology's instrument failed) · 15 unverified (23 pointer-only for licence)
Probabilistic Autoencoder 4 1 9 Jun 2020 official (archive's flag): 6 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) · 6 unverified
Adversarial Latent Autoencoders 12 1 9 Apr 2020 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) · 0 unverified
Augmented Normalizing Flows: Bridging the Gap Between Generative Flows and Latent Variable Models 1 1 17 Feb 2020 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
Flow Contrastive Estimation of Energy-Based Models 2 1 2 Dec 2019 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)
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
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)
MaCow: Masked Convolutional Generative Flow 2 2 12 Feb 2019 official (archive's flag): 3 ran · 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
Multi-Task Learning as Multi-Objective Optimization 7 1 10 Oct 2018 official (archive's flag): 10 ran · 17 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Glow: Generative Flow with Invertible 1x1 Convolutions 27 1 9 Jul 2018 official (archive's flag): 8 ran · 85 ran (of which 47 constructed an object rather than computing a result; 73 with no instrument failure: 3 honoured, 0 violated, 70 with no contract checked; 12 where Syntology's instrument failed) · 44 unverified (44 pointer-only for licence)
RISE: Randomized Input Sampling for Explanation of Black-box Models 13 2 19 Jun 2018 community repositories only · 32 ran (of which 0 constructed an object rather than computing a result; 32 with no instrument failure: 1 honoured, 0 violated, 31 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (10 pointer-only for licence)
A Unified Approach to Interpreting Model Predictions 17 2 22 May 2017 3 ran (of which 1 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 1 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (6 pointer-only for licence)
Axiomatic Attribution for Deep Networks 40 2 4 Mar 2017 official (archive's flag): 1 ran · 36 ran (of which 13 constructed an object rather than computing a result; 21 with no instrument failure: 3 honoured, 1 violated, 17 with no contract checked; 15 where Syntology's instrument failed) · 20 unverified (17 pointer-only for licence)
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization 126 2 7 Oct 2016 community repositories only · 90 ran (of which 32 constructed an object rather than computing a result; 65 with no instrument failure: 5 honoured, 4 violated, 56 with no contract checked; 25 where Syntology's instrument failed) · 51 unverified (69 pointer-only for licence)
"Why Should I Trust You?": Explaining the Predictions of Any Classifier 27 2 16 Feb 2016 official (archive's flag): 1 ran · 13 ran (of which 4 constructed an object rather than computing a result; 13 with no instrument failure: 1 honoured, 0 violated, 12 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps 23 2 20 Dec 2013 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) · 3 unverified (1 pointer-only for licence)