Datasets › CIFAR-100 › Papers where code ran, page 1

CIFAR-100

Papers archive 2025-07-28

papers with a benchmark row: 375 · with a code link: 327 · where Syntology ran a sample: 169 (144 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (169 of 375 with a benchmark row: 144 with a run with no instrument failure, 25 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 2: papers 1 to 100 of the 169 papers with a benchmark row here where Syntology ran at least one harvested sample (144 with a run with no instrument failure, 25 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 9,045. 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
Exploring a Principled Framework for Deep Subspace Clustering 1 1 21 Mar 2025 official (archive's flag): 3 ran · 4 ran (of which 1 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) · 0 unverified (4 pointer-only for licence)
On the Performance Analysis of Momentum Method: A Frequency Domain Perspective 1 1 29 Nov 2024 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result
Ensemble everything everywhere: Multi-scale aggregation for adversarial robustness 2 2 8 Aug 2024 official: no sample here; runs from other or unrecorded repositories · 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) · 1 unverified (3 pointer-only for licence)
GeneralAD: Anomaly Detection Across Domains by Attending to Distorted Features 1 1 17 Jul 2024 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
Deep Online Probability Aggregation Clustering 1 1 7 Jul 2024 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 (10 pointer-only for licence)
Let Go of Your Labels with Unsupervised Transfer 1 1 11 Jun 2024 official (archive's flag): 3 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) · 1 unverified (4 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
Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail Recognition 1 1 13 May 2024 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)
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 1 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)
Logit Standardization in Knowledge Distillation 1 2 3 Mar 2024 official (archive's flag): 1 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)
SURE: SUrvey REcipes for building reliable and robust deep networks 1 2 1 Mar 2024 official (archive's flag): 5 ran · 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 (6 pointer-only for licence)
SemiReward: A General Reward Model for Semi-supervised Learning 1 1 4 Oct 2023 official (archive's flag): 4 ran · 4 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts 1 4 18 Sep 2023 official (archive's flag): 5 ran · 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) · 3 unverified (8 pointer-only for licence)
MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition 1 1 19 Aug 2023 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) · 1 unverified (8 pointer-only for licence)
NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual Learning 1 1 18 Aug 2023 official (archive's flag): 13 ran · 13 ran (of which 4 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 5 where Syntology's instrument failed) · 5 unverified (18 pointer-only for licence)
Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning 1 2 13 Aug 2023 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
Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks 1 1 12 Aug 2023 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) · 5 unverified (12 pointer-only for licence)
Improving Knowledge Distillation via Regularizing Feature Norm and Direction 1 6 26 May 2023 official (archive's flag): 3 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 (3 pointer-only for licence)
Long-tailed Visual Recognition via Gaussian Clouded Logit Adjustment 1 1 19 May 2023 official: harvested, nothing 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)
Feature-Balanced Loss for Long-Tailed Visual Recognition 1 1 18 May 2023 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 (2 pointer-only for licence)
Global and Local Mixture Consistency Cumulative Learning for Long-tailed Visual Recognitions 2 4 15 May 2023 official (archive's flag): 2 ran · 7 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; 4 where Syntology's instrument failed) · 3 unverified (5 pointer-only for licence)
Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels 1 2 2 May 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
Exploring the Limits of Deep Image Clustering using Pretrained Models 1 2 31 Mar 2023 official (archive's flag): 4 ran · 4 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; 4 where Syntology's instrument failed) · 0 unverified
A Unified Algebraic Perspective on Lipschitz Neural Networks 1 4 6 Mar 2023 official (archive's flag): 2 ran · 2 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 1 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
CUDA: Curriculum of Data Augmentation for Long-Tailed Recognition 1 1 10 Feb 2023 official (archive's flag): 18 ran · 18 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; 17 where Syntology's instrument failed) · 2 unverified (20 pointer-only for licence)
Improving the Accuracy-Robustness Trade-Off of Classifiers via Adaptive Smoothing 2 1 29 Jan 2023 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) · 2 unverified
RMM: Reinforced Memory Management for Class-Incremental Learning 4 3 14 Jan 2023 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) · 2 unverified (4 pointer-only for licence)
TokenMixup: Efficient Attention-guided Token-level Data Augmentation for Transformers 1 1 14 Oct 2022 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
Online Training Through Time for Spiking Neural Networks 1 1 9 Oct 2022 official (archive's flag): 3 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 (3 pointer-only for licence)
LPT: Long-tailed Prompt Tuning for Image Classification 1 2 3 Oct 2022 official (archive's flag): 2 ran · 2 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; 0 where Syntology's instrument failed) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (2 pointer-only for licence)
USB: A Unified Semi-supervised Learning Benchmark for Classification 5 1 12 Aug 2022 community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 4 honoured, 0 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified
Balanced Contrastive Learning for Long-Tailed Visual Recognition 1 1 19 Jul 2022 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
DLME: Deep Local-flatness Manifold Embedding 2 1 7 Jul 2022 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)
OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning 1 1 5 Jul 2022 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) · 0 unverified
Towards Realistic Semi-Supervised Learning 1 1 5 Jul 2022 official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified
NP-Match: When Neural Processes meet Semi-Supervised Learning 1 3 3 Jul 2022 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, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Knowledge Distillation from A Stronger Teacher 3 1 21 May 2022 official (archive's flag): 5 ran · 10 ran (of which 1 constructed an object rather than computing a result; 10 with no instrument failure: 4 honoured, 4 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning 6 3 15 May 2022 official (archive's flag): 3 ran · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (2 pointer-only for licence)
FOSTER: Feature Boosting and Compression for Class-Incremental Learning 2 3 10 Apr 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) · 6 unverified
Constrained Few-shot Class-incremental Learning 2 1 30 Mar 2022 official (archive's flag): 2 ran · 4 ran (of which 1 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Nested Collaborative Learning for Long-Tailed Visual Recognition 1 1 29 Mar 2022 official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified
Long-Tailed Recognition via Weight Balancing 2 2 27 Mar 2022 official (archive's flag): 1 ran · 5 ran (of which 2 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 9 unverified (13 pointer-only for licence)
Denoising Likelihood Score Matching for Conditional Score-based Data Generation 2 1 27 Mar 2022 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) · 0 unverified
Knowledge Distillation with the Reused Teacher Classifier 1 1 26 Mar 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)
Visual Prompt Tuning 6 2 23 Mar 2022 official: no sample here; runs from other or unrecorded repositories · 18 ran (of which 12 constructed an object rather than computing a result; 16 with no instrument failure: 1 honoured, 1 violated, 14 with no contract checked; 2 where Syntology's instrument failed) · 9 unverified (15 pointer-only for licence)
Do Deep Networks Transfer Invariances Across Classes? 1 1 18 Mar 2022 official (archive's flag): 3 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 (3 pointer-only for licence)
Three things everyone should know about Vision Transformers 8 1 18 Mar 2022 community repositories only · 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
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy 2 1 15 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: 1 honoured, 2 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Class-Aware Contrastive Semi-Supervised Learning 1 3 4 Mar 2022 official (archive's flag): 2 ran · 2 ran (of which 1 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 (3 pointer-only for licence)
BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning 1 2 3 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) · 0 unverified (2 pointer-only for licence)
ChimeraMix: Image Classification on Small Datasets via Masked Feature Mixing 1 2 23 Feb 2022 official (archive's flag): 5 ran · 5 ran (of which 4 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) · 0 unverified
The Majority Can Help The Minority: Context-rich Minority Oversampling for Long-tailed Classification 1 4 1 Dec 2021 official (archive's flag): 1 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) · 2 unverified (2 pointer-only for licence)
Targeted Supervised Contrastive Learning for Long-Tailed Recognition 1 1 27 Nov 2021 official (archive's flag): 10 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) · 4 unverified
ML-Decoder: Scalable and Versatile Classification Head 1 1 25 Nov 2021 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) · 1 unverified (1 pointer-only for licence)
Sharpness-aware Quantization for Deep Neural Networks 4 1 24 Nov 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: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified
Feature Generation for Long-tail Classification 1 2 10 Nov 2021 official (archive's flag): 5 ran · 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) · 1 unverified (1 pointer-only for licence)
Towards Calibrated Model for Long-Tailed Visual Recognition from Prior Perspective 1 3 6 Nov 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: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples 2 1 4 Nov 2021 official (archive's flag): 1 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling 2 3 15 Oct 2021 official (archive's flag): 2 ran · 4 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; 3 where Syntology's instrument failed) · 2 unverified
Influence-Balanced Loss for Imbalanced Visual Classification 1 1 6 Oct 2021 official (archive's flag): 2 ran · 2 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Parametric Contrastive Learning 5 1 26 Jul 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) · 2 unverified; the one sample that ran constructed an object rather than computing a result (1 pointer-only for licence)
Conditional GANs with Auxiliary Discriminative Classifier 2 1 21 Jul 2021 official (archive's flag): 2 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 (6 pointer-only for licence)
Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition 2 2 20 Jul 2021 official (archive's flag): 5 ran · 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) · 1 unverified (5 pointer-only for licence)
Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural Network 1 1 3 Jul 2021 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 (5 pointer-only for licence)
Global Filter Networks for Image Classification 4 1 1 Jul 2021 official (archive's flag): 5 ran · 6 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; 2 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence)
AC/DC: Alternating Compressed/DeCompressed Training of Deep Neural Networks 2 2 23 Jun 2021 official (archive's flag): 1 ran · 2 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; 0 where Syntology's instrument failed) · 3 unverified; every one of the 2 samples that ran constructed an object rather than computing a result
RSG: A Simple but Effective Module for Learning Imbalanced Datasets 1 1 18 Jun 2021 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
Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning 2 1 17 Jun 2021 official (archive's flag): 5 ran · 5 ran (of which 2 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) · 5 unverified
Model Zoo: A Growing "Brain" That Learns Continually 2 1 6 Jun 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) · 0 unverified
Not All Images are Worth 16x16 Words: Dynamic Transformers for Efficient Image Recognition 2 1 31 May 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) · 1 unverified (3 pointer-only for licence)
Nested Hierarchical Transformer: Towards Accurate, Data-Efficient and Interpretable Visual Understanding 6 1 26 May 2021 official (archive's flag): 9 ran · 19 ran (of which 0 constructed an object rather than computing a result; 18 with no instrument failure: 1 honoured, 1 violated, 16 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (6 pointer-only for licence)
ResMLP: Feedforward networks for image classification with data-efficient training 19 2 7 May 2021 community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Representation Learning for Clustering via Building Consensus 1 1 4 May 2021 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) · 0 unverified (1 pointer-only for licence)
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations 4 1 29 Apr 2021 4 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; 0 where Syntology's instrument failed) · 1 unverified; every one of the 4 samples that ran constructed an object rather than computing a result
ImageNet-21K Pretraining for the Masses 5 1 22 Apr 2021 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 (2 pointer-only for licence)
Distilling Knowledge via Knowledge Review 7 2 19 Apr 2021 official: harvested, nothing ran · 6 ran (of which 2 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) · 2 unverified (5 pointer-only for licence)
Augmenting Deep Classifiers with Polynomial Neural Networks 2 1 16 Apr 2021 official (archive's flag): 4 ran · 4 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; 4 where Syntology's instrument failed) · 2 unverified (6 pointer-only for licence)
"BNN - BN = ?": Training Binary Neural Networks without Batch Normalization 1 1 16 Apr 2021 official (archive's flag): 6 ran · 6 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; 2 where Syntology's instrument failed) · 5 unverified (3 pointer-only for licence)
Escaping the Big Data Paradigm with Compact Transformers 9 2 12 Apr 2021 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) · 3 unverified (1 pointer-only for licence)
Few-Shot Incremental Learning with Continually Evolved Classifiers 1 1 7 Apr 2021 6 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; 3 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence)
Regularizing Generative Adversarial Networks under Limited Data 1 2 7 Apr 2021 official (archive's flag): 3 ran · 8 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; 3 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
EfficientNetV2: Smaller Models and Faster Training 26 3 1 Apr 2021 official (archive's flag): 1 ran · 55 ran (of which 14 constructed an object rather than computing a result; 46 with no instrument failure: 11 honoured, 0 violated, 35 with no contract checked; 9 where Syntology's instrument failed) · 24 unverified (13 pointer-only for licence)
Improving Calibration for Long-Tailed Recognition 5 2 1 Apr 2021 official (archive's flag): 5 ran · 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) · 4 unverified (1 pointer-only for licence)
DER: Dynamically Expandable Representation for Class Incremental Learning 2 4 31 Mar 2021 official (archive's flag): 6 ran · 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) · 5 unverified
Going deeper with Image Transformers 21 1 31 Mar 2021 official: no sample here; runs from other or unrecorded repositories · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 2 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
SimPLE: Similar Pseudo Label Exploitation for Semi-Supervised Classification 1 1 30 Mar 2021 official (archive's flag): 3 ran · 3 ran (of which 1 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) · 2 unverified
CvT: Introducing Convolutions to Vision Transformers 16 1 29 Mar 2021 official (archive's flag): 10 ran · 39 ran (of which 19 constructed an object rather than computing a result; 36 with no instrument failure: 2 honoured, 0 violated, 34 with no contract checked; 3 where Syntology's instrument failed) · 8 unverified (8 pointer-only for licence)
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers 3 2 24 Mar 2021 community repositories only · 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 (3 pointer-only for licence)
MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition 1 2 23 Mar 2021 official (archive's flag): 2 ran · 2 ran (of which 1 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
Incorporating Convolution Designs into Visual Transformers 3 4 22 Mar 2021 official (archive's flag): 5 ran · 9 ran (of which 9 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) · 2 unverified; every one of the 9 samples that ran constructed an object rather than computing a result
SSD: A Unified Framework for Self-Supervised Outlier Detection 3 1 22 Mar 2021 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
MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks 1 2 10 Mar 2021 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)
Transformer in Transformer 12 1 27 Feb 2021 official (archive's flag): 4 ran · 16 ran (of which 12 constructed an object rather than computing a result; 15 with no instrument failure: 1 honoured, 1 violated, 13 with no contract checked; 1 where Syntology's instrument failed) · 8 unverified (5 pointer-only for licence)
Essentials for Class Incremental Learning 1 2 18 Feb 2021 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)
Negative Data Augmentation 2 1 9 Feb 2021 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)
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition 2 1 1 Feb 2021 official: no sample here; runs from other or unrecorded repositories · 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)
Training data-efficient image transformers & distillation through attention 40 1 23 Dec 2020 community repositories only · 12 ran (of which 1 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 7 unverified (3 pointer-only for licence)
Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification 2 1 4 Dec 2020 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) · 2 unverified (3 pointer-only for licence)
Posterior Re-calibration for Imbalanced Datasets 0 2 22 Oct 2020 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