| Astroformer: More Data Might not be all you need for Classification | ✓ Link | 92.98 | Astroformer | 2023-04-03 |
| OCD: Learning to Overfit with Conditional Diffusion Models | ✓ Link | 92.0% | DeiT-B/16-D + OCD(5) | 2022-10-02 |
| Data-Efficient Training of CNNs and Transformers with Coresets: A Stability Perspective | ✓ Link | 91.90 | SwinV2-B + GradMatch | 2023-03-03 |
| Vision Transformers in 2022: An Update on Tiny ImageNet | ✓ Link | 91.35% | Swin-L | 2022-05-21 |
| Perturbated Gradients Updating within Unit Space for Deep Learning | ✓ Link | 91.02% | DeiT-B/16 (PUGD) | 2021-10-01 |
| OCD: Learning to Overfit with Conditional Diffusion Models | ✓ Link | 90.8% | DeiT-B/16-D + OCD | 2022-10-02 |
| Perturbated Gradients Updating within Unit Space for Deep Learning | ✓ Link | 90.74% | ViT-B/16 (PUGD) | 2021-10-01 |
| Linear Attention with Global Context: A Multipole Attention Mechanism for Vision and Physics | ✓ Link | 87.52 | MANO-tiny | 2025-07-03 |
| Direction Concentration Learning: Enhancing Congruency in Machine Learning | ✓ Link | 84.39% | EfficientNet-B1+DCL | 2019-12-17 |
| WaveMix: A Resource-efficient Neural Network for Image Analysis | ✓ Link | 77.47% | WaveMixLite-144/7 | 2022-05-28 |
| Context-Aware Compilation of DNN Training Pipelines across Edge and Cloud | ✓ Link | 73.6% | Context-Aware Pipeline | 2021-12-30 |
| []() | | 72.39 | ResNeXt-50 (SAMix+DM) | |
| Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup | ✓ Link | 72.18% | ResNeXt-50 (SAMix) | 2021-11-30 |
| []() | | 71.56 | ResNeXt-50 (AutoMix+DM) | |
| AutoMix: Unveiling the Power of Mixup for Stronger Classifiers | ✓ Link | 70.72% | ResNeXt-50 (AutoMix) | 2021-03-24 |
| MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks | ✓ Link | 70.24% | PreActResNet-18-3 | 2021-03-10 |
| Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup | ✓ Link | 68.89% | ResNet18 (SAMix) | 2021-11-30 |
| []() | | 68.04 | ResNeXt-50 (PuzzleMix+DM) | |
| UPANets: Learning from the Universal Pixel Attention Networks | ✓ Link | 67.67 | UPANets | 2021-03-15 |
| AutoMix: Unveiling the Power of Mixup for Stronger Classifiers | ✓ Link | 67.33% | ResNet18 (AutoMix) | 2021-03-24 |
| DenseNet Models for Tiny ImageNet Classification | ✓ Link | 60% | DenseNet + Residual Networks | 2019-04-23 |
| WaveMix-Lite: A Resource-efficient Neural Network for Image Analysis | ✓ Link | 54.76 | WaveMixLite-160/13 | 2022-10-13 |
| Convolutional Xformers for Vision | ✓ Link | 49.56 | Convolutional Nystromformer for Vision (CNV) | 2022-01-25 |