</> Code with Papers by Syntology

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mini-Imagenet

Papers archive 2025-07-28

papers with a benchmark row: 150 · with a code link: 124 · where Syntology ran a sample: 48 (43 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 (48 of 150 with a benchmark row: 43 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 150 of 150 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 1,345. 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
Graph-based Interpolation of Feature Vectors for Accurate Few-Shot Classification 1 1 27 Jan 2020 not harvested
Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning 1 2 12 Jan 2020 not harvested
Improved Few-Shot Visual Classification 2 8 7 Dec 2019 not harvested
MetaFun: Meta-Learning with Iterative Functional Updates 1 2 5 Dec 2019 not harvested
Generalized Adaptation for Few-Shot Learning 0 2 25 Nov 2019 not harvested
Prototype Rectification for Few-Shot Learning 1 1 25 Nov 2019 not harvested
Self-Supervised Learning For Few-Shot Image Classification 2 5 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)
SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning 6 2 12 Nov 2019 official (archive's flag): 9 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) · 0 unverified (2 pointer-only for licence)
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels 3 4 11 Oct 2019 official: not harvested · 0 ran · 1 unverified (1 pointer-only for licence)
Meta-Learning with Implicit Gradients 6 1 10 Sep 2019 official (archive's flag): 7 ran · 27 ran (of which 4 constructed an object rather than computing a result; 8 with no instrument failure: 3 honoured, 1 violated, 4 with no contract checked; 19 where Syntology's instrument failed) · 9 unverified (10 pointer-only for licence)
Few-Shot Learning with Global Class Representations 2 2 14 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) · 0 unverified (2 pointer-only for licence)
Charting the Right Manifold: Manifold Mixup for Few-shot Learning 8 2 28 Jul 2019 not harvested
Uncertainty in Model-Agnostic Meta-Learning using Variational Inference 1 2 27 Jul 2019 not harvested
Baby steps towards few-shot learning with multiple semantics 0 1 5 Jun 2019 not harvested
Learning to Self-Train for Semi-Supervised Few-Shot Classification 1 2 3 Jun 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
Image Deformation Meta-Networks for One-Shot Learning 1 2 28 May 2019 not harvested
Learning to learn via Self-Critique 1 2 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)
TapNet: Neural Network Augmented with Task-Adaptive Projection for Few-Shot Learning 1 2 16 May 2019 not harvested
Hierarchically Structured Meta-learning 1 1 13 May 2019 not harvested
Edge-labeling Graph Neural Network for Few-shot Learning 4 1 4 May 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
Amortized Bayesian Meta-Learning 1 1 1 May 2019 not harvested
A Closer Look at Few-shot Classification 13 2 8 Apr 2019 community repositories only · 7 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; 5 where Syntology's instrument failed) · 1 unverified (7 pointer-only for licence)
Meta-Learning with Differentiable Convex Optimization 7 2 7 Apr 2019 not harvested
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
Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning 1 2 28 Mar 2019 not harvested
Diversity with Cooperation: Ensemble Methods for Few-Shot Classification 1 1 27 Mar 2019 not harvested
Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation 0 2 26 Feb 2019 not harvested
Adaptive Cross-Modal Few-Shot Learning 1 3 19 Feb 2019 17 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Meta-Curvature 1 2 9 Feb 2019 not harvested
Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions 6 3 10 Dec 2018 not harvested
Meta-Transfer Learning for Few-Shot Learning 2 2 6 Dec 2018 not harvested
Unsupervised Meta-Learning For Few-Shot Image Classification 0 2 28 Nov 2018 not harvested
RelationNet2: Deep Comparison Columns for Few-Shot Learning 2 4 17 Nov 2018 not harvested
How to train your MAML 10 2 22 Oct 2018 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)
Unsupervised Learning via Meta-Learning 0 2 4 Oct 2018 not harvested
Delta-encoder: an effective sample synthesis method for few-shot object recognition 1 1 12 Jun 2018 not harvested
Probabilistic Model-Agnostic Meta-Learning 1 1 7 Jun 2018 not harvested
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning 2 4 25 May 2018 not harvested
TADAM: Task dependent adaptive metric for improved few-shot learning 3 3 23 May 2018 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) · 2 unverified
Dynamic Few-Shot Visual Learning without Forgetting 4 2 25 Apr 2018 official (archive's flag): 6 ran · 10 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; 1 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
On First-Order Meta-Learning Algorithms 13 6 8 Mar 2018 official (archive's flag): 8 ran · 27 ran (of which 2 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 2 violated, 6 with no contract checked; 18 where Syntology's instrument failed) · 15 unverified (13 pointer-only for licence)
Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace 1 1 17 Jan 2018 not harvested
Rapid Adaptation with Conditionally Shifted Neurons 0 2 28 Dec 2017 not harvested
Learning to Compare: Relation Network for Few-Shot Learning 13 4 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)
Meta-SGD: Learning to Learn Quickly for Few-Shot Learning 9 8 31 Jul 2017 not harvested
Few-Shot Image Recognition by Predicting Parameters from Activations 1 2 12 Jun 2017 not harvested
Discriminative k-shot learning using probabilistic models 0 1 1 Jun 2017 not harvested
Prototypical Networks for Few-shot Learning 43 8 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)
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 85 7 9 Mar 2017 official (archive's flag): 1 ran · 103 ran (of which 35 constructed an object rather than computing a result; 72 with no instrument failure: 6 honoured, 1 violated, 65 with no contract checked; 31 where Syntology's instrument failed) · 51 unverified (57 pointer-only for licence)
Matching Networks for One Shot Learning 26 3 13 Jun 2016 11 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; 6 where Syntology's instrument failed) · 5 unverified (6 pointer-only for licence)