Datasets › CUB-200-2011 › Papers where code ran, page 1

CUB-200-2011 (Caltech-UCSD Birds-200-2011)

Papers archive 2025-07-28

papers with a benchmark row: 211 · with a code link: 171 · where Syntology ran a sample: 74 (66 with a run with no instrument failure, 8 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (74 of 211 with a benchmark row: 66 with a run with no instrument failure, 8 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 74 of the 74 papers with a benchmark row here where Syntology ran at least one harvested sample (66 with a run with no instrument failure, 8 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 2,235. 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
Enhancing Cognition and Explainability of Multimodal Foundation Models with Self-Synthesized Data 1 1 19 Feb 2025 official (archive's flag): 1 ran · 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 (1 pointer-only for licence)
Few-shot Tuning of Foundation Models for Class-incremental Learning 1 1 26 May 2024 official (archive's flag): 6 ran · 6 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; 0 where Syntology's instrument failed) · 4 unverified
Label Propagation for Zero-shot Classification with Vision-Language Models 1 3 5 Apr 2024 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) · 1 unverified
Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners 1 2 2 Apr 2024 official (archive's flag): 12 ran · 12 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; 4 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Less is More: Fewer Interpretable Region via Submodular Subset Selection 1 2 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 Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning 1 1 4 Feb 2024 official (archive's flag): 3 ran · 3 ran (of which 3 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; every one of the 3 samples that ran constructed an object rather than computing a result
Context-Aware Meta-Learning 1 2 17 Oct 2023 official (archive's flag): 5 ran · 5 ran (of which 4 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 11 unverified
Generative Prompt Model for Weakly Supervised Object Localization 1 2 19 Jul 2023 official (archive's flag): 1 ran · 1 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; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result
Unsupervised Semantic Correspondence Using Stable Diffusion 1 1 24 May 2023 official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 1 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Unicom: Universal and Compact Representation Learning for Image Retrieval 3 1 12 Apr 2023 official: no sample here; runs from other or unrecorded repositories · 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) · 3 unverified (6 pointer-only for licence)
GALIP: Generative Adversarial CLIPs for Text-to-Image Synthesis 2 1 30 Jan 2023 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) · 4 unverified (2 pointer-only for licence)
Weakly Supervised Object Localization via Transformer with Implicit Spatial Calibration 2 1 21 Jul 2022 official (archive's flag): 7 ran · 7 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified
Task Discrepancy Maximization for Fine-grained Few-Shot Classification 1 2 4 Jul 2022 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) · 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)
Attributable Visual Similarity Learning 1 1 28 Mar 2022 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) · 1 unverified
Hyperbolic Vision Transformers: Combining Improvements in Metric Learning 2 2 21 Mar 2022 official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 2 unverified
Integrating Language Guidance into Vision-based Deep Metric Learning 1 1 16 Mar 2022 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 1 unverified
Non-isotropy Regularization for Proxy-based Deep Metric Learning 1 1 16 Mar 2022 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
Self-Supervised Transformers for Unsupervised Object Discovery using Normalized Cut 1 2 23 Feb 2022 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
Truncated Diffusion Probabilistic Models and Diffusion-based Adversarial Auto-Encoders 1 1 19 Feb 2022 community repositories only · 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
LAFITE: Towards Language-Free Training for Text-to-Image Generation 3 1 27 Nov 2021 official (archive's flag): 3 ran · 12 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (3 pointer-only for licence)
Projected GANs Converge Faster 3 1 1 Nov 2021 official (archive's flag): 12 ran · 38 ran (of which 14 constructed an object rather than computing a result; 20 with no instrument failure: 3 honoured, 0 violated, 17 with no contract checked; 18 where Syntology's instrument failed) · 11 unverified (6 pointer-only for licence)
Robust and Decomposable Average Precision for Image Retrieval 1 2 1 Oct 2021 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Relational Embedding for Few-Shot Classification 1 2 22 Aug 2021 official (archive's flag): 11 ran · 11 ran (of which 10 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification 1 1 19 Aug 2021 official (archive's flag): 8 ran · 8 ran (of which 7 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
Towards Interpretable Deep Metric Learning with Structural Matching 1 1 12 Aug 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) · 0 unverified (2 pointer-only for licence)
Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification 1 2 22 Jun 2021 official (archive's flag): 1 ran · 1 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; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result (1 pointer-only for licence)
Entropy-based Logic Explanations of Neural Networks 3 4 12 Jun 2021 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
It Takes Two to Tango: Mixup for Deep Metric Learning 1 1 9 Jun 2021 official (archive's flag): 2 ran · 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
TransFG: A Transformer Architecture for Fine-grained Recognition 2 2 14 Mar 2021 official (archive's flag): 1 ran · 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 (2 pointer-only for licence)
S2SD: Simultaneous Similarity-based Self-Distillation for Deep Metric Learning 1 1 17 Sep 2020 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
Transductive Information Maximization For Few-Shot Learning 2 2 25 Aug 2020 official (archive's flag): 6 ran · 9 ran (of which 2 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Leveraging the Feature Distribution in Transfer-based Few-Shot Learning 6 2 6 Jun 2020 official (archive's flag): 3 ran · 22 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 1 honoured, 0 violated, 12 with no contract checked; 9 where Syntology's instrument failed) · 4 unverified (12 pointer-only for licence)
Instance-aware Image Colorization 2 1 21 May 2020 official (archive's flag): 6 ran · 6 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; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning 2 1 28 Apr 2020 official (archive's flag): 2 ran · 3 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; 2 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis 1 2 2 Apr 2020 4 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; 0 where Syntology's instrument failed) · 1 unverified
Generative Latent Implicit Conditional Optimization when Learning from Small Sample 1 2 31 Mar 2020 official (archive's flag): 10 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) · 6 unverified
PADS: Policy-Adapted Sampling for Visual Similarity Learning 1 1 24 Mar 2020 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses 1 1 19 Mar 2020 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, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification 1 2 17 Mar 2020 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation 1 1 23 Jan 2020 official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
A Broader Study of Cross-Domain Few-Shot Learning 2 1 16 Dec 2019 6 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; 1 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
The Group Loss for Deep Metric Learning 2 1 1 Dec 2019 official (archive's flag): 1 ran · 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) · 6 unverified
Self-Supervised Learning For Few-Shot Image Classification 2 2 14 Nov 2019 official: no sample here; runs from other or unrecorded repositories · 3 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; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Decoupling Representation and Classifier for Long-Tailed Recognition 4 1 21 Oct 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: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural Networks 9 1 3 Oct 2019 official (archive's flag): 1 ran · 9 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; 3 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence)
Controllable Text-to-Image Generation 2 1 16 Sep 2019 community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
SoftTriple Loss: Deep Metric Learning Without Triplet Sampling 5 1 11 Sep 2019 official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Attention-based Dropout Layer for Weakly Supervised Object Localization 1 1 27 Aug 2019 4 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; 0 where Syntology's instrument failed) · 2 unverified
Metric Learning With HORDE: High-Order Regularizer for Deep Embeddings 1 1 7 Aug 2019 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 4 unverified
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss 7 1 18 Jun 2019 community repositories only · 6 ran (of which 1 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (5 pointer-only for licence)
Learning to learn via Self-Critique 1 4 24 May 2019 13 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning 1 1 11 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) · 2 unverified
Leveraging the Invariant Side of Generative Zero-Shot Learning 1 1 8 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: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Improved Embeddings with Easy Positive Triplet Mining 3 3 8 Apr 2019 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)
Hyperbolic Image Embeddings 3 2 3 Apr 2019 official (archive's flag): 5 ran · 5 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; 2 where Syntology's instrument failed) · 1 unverified
Hardness-Aware Deep Metric Learning 2 1 13 Mar 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) · 0 unverified
Classification is a Strong Baseline for Deep Metric Learning 2 1 30 Nov 2018 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) · 4 unverified
RISE: Randomized Input Sampling for Explanation of Black-box Models 13 1 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)
Towards Faster Training of Global Covariance Pooling Networks by Iterative Matrix Square Root Normalization 4 1 4 Dec 2017 official (archive's flag): 2 ran · 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 (1 pointer-only for licence)
AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks 20 1 28 Nov 2017 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
Learning to Compare: Relation Network for Few-Shot Learning 13 2 16 Nov 2017 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 (1 pointer-only for licence)
Grad-CAM++: Improved Visual Explanations for Deep Convolutional Networks 24 1 30 Oct 2017 community repositories only · 6 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; 4 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks 16 2 19 Oct 2017 official (archive's flag): 6 ran · 22 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 1 violated, 13 with no contract checked; 8 where Syntology's instrument failed) · 9 unverified (3 pointer-only for licence)
Sampling Matters in Deep Embedding Learning 6 1 23 Jun 2017 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) · 0 unverified
A Unified Approach to Interpreting Model Predictions 17 1 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)
Prototypical Networks for Few-shot Learning 43 1 15 Mar 2017 official (archive's flag): 1 ran · 50 ran (of which 14 constructed an object rather than computing a result; 29 with no instrument failure: 5 honoured, 0 violated, 24 with no contract checked; 21 where Syntology's instrument failed) · 14 unverified (19 pointer-only for licence)
Axiomatic Attribution for Deep Networks 40 1 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)
StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks 21 1 10 Dec 2016 community repositories only · 22 ran (of which 0 constructed an object rather than computing a result; 18 with no instrument failure: 0 honoured, 0 violated, 18 with no contract checked; 4 where Syntology's instrument failed) · 9 unverified (3 pointer-only for licence)
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization 126 1 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)
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
Joint Unsupervised Learning of Deep Representations and Image Clusters 3 1 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
"Why Should I Trust You?": Explaining the Predictions of Any Classifier 27 1 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 1 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)