| FMix: Enhancing Mixed Sample Data Augmentation | ✓ Link | 3.64 | | | | | PreAct-ResNet18 + FMix | 2020-02-27 |
| Random Erasing Data Augmentation | ✓ Link | 3.65 | | | | | Random Erasing | 2017-08-16 |
| Rethinking Recurrent Neural Networks and Other Improvements for Image Classification | ✓ Link | 4.08 | | | | | E2E-3M | 2020-07-30 |
| Training Neural Networks with Local Error Signals | ✓ Link | 4.14 | | | | | VGG8B(2x) + LocalLearning + CO | 2019-01-20 |
| CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters | ✓ Link | 5.56 | 94.44 | | | | Inception v3 | 2022-03-29 |
| WaveMix: A Resource-efficient Neural Network for Image Analysis | ✓ Link | 5.68 | | | | | WaveMixLite | 2022-05-28 |
| Preventing Manifold Intrusion with Locality: Local Mixup | ✓ Link | 5.97 | | | | | Local Mixup DenseNet | 2022-01-12 |
| TextCaps : Handwritten Character Recognition with Very Small Datasets | ✓ Link | 6.29 | | | | | TextCaps | 2019-04-17 |
| Learning local discrete features in explainable-by-design convolutional neural networks | ✓ Link | 6.55 | 93.45 | 892362 | | | R-ExplaiNet-26 | 2024-10-31 |
| Vision Eagle Attention: a new lens for advancing image classification | ✓ Link | 6.70 | 93.30 | | | | ResNet-18 + Vision Eagle Attention | 2024-11-15 |
| Spike time displacement based error backpropagation in convolutional spiking neural networks | | 7.2 | 92.8 | | | | StiDi-BP in R-CSNN | 2021-08-31 |
| NeuPDE: Neural Network Based Ordinary and Partial Differential Equations for Modeling Time-Dependent Data | | 7.6 | | | | | NeuPDE | 2019-08-08 |
| Star algorithm for NN ensembling | ✓ Link | 7.7 | 92.3 | | | | Star Algorithm on LeNet | 2022-06-01 |
| Vision Eagle Attention: a new lens for advancing image classification | ✓ Link | 7.72 | 92.28 | | | | ResNet-18 | 2024-11-15 |
| []() | | 8.4 | 91.60 | 35978 | | | SpeedyLiteVision Network | |
| The Convolutional Tsetlin Machine | ✓ Link | 8.5 | 91.5 | 527250 | | | CTM-8000 (Convolutional Tsetlin Machine) | 2019-05-23 |
| Parametric Matrix Models | | 9.11 | 90.89 | 278280 | | | Convolutional PMM (Parametric Matrix Model) | 2024-01-22 |
| Towards Physical Plausibility in Neuroevolution Systems | ✓ Link | 9.6 | 0.904 | | | 97.8 | DENSER | 2024-01-31 |
| Online Training Through Time for Spiking Neural Networks | ✓ Link | 9.6 | | | | | OTTT | 2022-10-09 |
| Towards Physical Plausibility in Neuroevolution Systems | ✓ Link | 9.8 | 0.902 | | | 71.92 | ENERGIZE | 2024-01-31 |
| Parametric Matrix Models | | 11.42 | 88.58 | 16744 | | | PMM (Parametric Matrix Model) | 2024-01-22 |
| The Convolutional Tsetlin Machine | ✓ Link | 11.75 | 88.25 | 31750 | | | CTM-250 (Convolutional Tsetlin Machine) | 2019-05-23 |
| A Single Graph Convolution Is All You Need: Efficient Grayscale Image Classification | ✓ Link | 11.91 | 88.09 | | | | GECCO | 2024-02-01 |
| Personalized Federated Learning with Hidden Information on Personalized Prior | | | 99.06 | | | | pFedBreD_ns_mg | 2022-11-19 |
| LR-Net: A Block-based Convolutional Neural Network for Low-Resolution Image Classification | ✓ Link | | 95.03 | | | | LR-Net | 2022-07-19 |
| TMComposites: Plug-and-Play Collaboration Between Specialized Tsetlin Machines | ✓ Link | | 93.0 | | | | Tsetlin Machine Composites | 2023-09-09 |
| Learning in Wilson-Cowan model for metapopulation | ✓ Link | | 91.35 | | | | CNN+ Wilson-Cowan model RNN | 2024-06-24 |
| Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks | ✓ Link | | 90.57 | | | | FastSNN (CNN) | 2022-05-30 |
| Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks | ✓ Link | | 89.05 | | | | FastSNN (MLP) | 2022-05-30 |
| Learning in Wilson-Cowan model for metapopulation | ✓ Link | | 88.39 | | | | Wilson-Cowan model RNN | 2024-06-24 |
| Sparse Spiking Gradient Descent | ✓ Link | | 86.7 | | | | Sparse Spiking Gradient Descent (CNN) | 2021-05-18 |
| Improving k-Means Clustering Performance with Disentangled Internal Representations | ✓ Link | | 84.4 | | 76.2 | | SNNL-5 | 2020-06-05 |
| Real-valued continued fraction of straight lines | ✓ Link | | 84.12 | 7870 | 74.4 | | Continued fraction of straight lines | 2024-12-16 |
| Sparse Spiking Gradient Descent | ✓ Link | | 82.7 | | | | Sparse Spiking Gradient Descent (MLP) | 2021-05-18 |