| Implicit Autoencoder for Point-Cloud Self-Supervised Representation Learning | Jan 3, 2022 | 3D geometry3D Point Cloud Classification | CodeCode Available | 1 |
| M3T: Three-Dimensional Medical Image Classifier Using Multi-Plane and Multi-Slice Transformer | Jan 1, 2022 | 3D ClassificationClassification | CodeCode Available | 1 |
| CSformer: Bridging Convolution and Transformer for Compressive Sensing | Dec 31, 2021 | Compressive SensingInductive Bias | CodeCode Available | 1 |
| MSHT: Multi-stage Hybrid Transformer for the ROSE Image Analysis of Pancreatic Cancer | Dec 27, 2021 | Inductive Bias | CodeCode Available | 1 |
| Vision Transformer for Small-Size Datasets | Dec 27, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| GREED: A Neural Framework for Learning Graph Distance Functions | Dec 24, 2021 | CPUGPU | CodeCode Available | 1 |
| Cost Aggregation Is All You Need for Few-Shot Segmentation | Dec 22, 2021 | AllDecoder | CodeCode Available | 1 |
| Towards End-to-End Image Compression and Analysis with Transformers | Dec 17, 2021 | Classificationimage-classification | CodeCode Available | 1 |
| Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling | Dec 6, 2021 | Graph LearningInductive Bias | CodeCode Available | 1 |
| Dynamic Token Normalization Improves Vision Transformers | Dec 5, 2021 | Inductive BiasListOps | CodeCode Available | 1 |
| A Structured Dictionary Perspective on Implicit Neural Representations | Dec 3, 2021 | Dictionary LearningInductive Bias | CodeCode Available | 1 |
| Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks | Dec 3, 2021 | Change DetectionInductive Bias | CodeCode Available | 1 |
| PTCT: Patches with 3D-Temporal Convolutional Transformer Network for Precipitation Nowcasting | Dec 2, 2021 | Inductive Bias | CodeCode Available | 1 |
| OW-DETR: Open-world Detection Transformer | Dec 2, 2021 | Inductive BiasObject | CodeCode Available | 1 |
| Container: Context Aggregation Networks | Dec 1, 2021 | Inductive BiasInstance Segmentation | CodeCode Available | 1 |
| Improving GAN Equilibrium by Raising Spatial Awareness | Dec 1, 2021 | AttributeInductive Bias | CodeCode Available | 1 |
| End-to-End Referring Video Object Segmentation with Multimodal Transformers | Nov 29, 2021 | Inductive BiasInstance Segmentation | CodeCode Available | 1 |
| ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image Prior | Nov 27, 2021 | DenoisingImage Denoising | CodeCode Available | 1 |
| Pruning Self-attentions into Convolutional Layers in Single Path | Nov 23, 2021 | Efficient ViTsInductive Bias | CodeCode Available | 1 |
| Semi-Supervised Vision Transformers | Nov 22, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Combining Latent Space and Structured Kernels for Bayesian Optimization over Combinatorial Spaces | Nov 1, 2021 | Bayesian OptimizationDrug Design | CodeCode Available | 1 |
| Introspective Distillation for Robust Question Answering | Nov 1, 2021 | counterfactualInductive Bias | CodeCode Available | 1 |
| Sparsely Changing Latent States for Prediction and Planning in Partially Observable Domains | Oct 29, 2021 | Inductive Bias | CodeCode Available | 1 |
| Unsupervised Foreground Extraction via Deep Region Competition | Oct 29, 2021 | Image SegmentationInductive Bias | CodeCode Available | 1 |
| Learning where to learn: Gradient sparsity in meta and continual learning | Oct 27, 2021 | Continual LearningInductive Bias | CodeCode Available | 1 |
| Chunked Autoregressive GAN for Conditional Waveform Synthesis | Oct 19, 2021 | Inductive Bias | CodeCode Available | 1 |
| Meta-learning via Language Model In-context Tuning | Oct 15, 2021 | In-Context LearningInductive Bias | CodeCode Available | 1 |
| StARformer: Transformer with State-Action-Reward Representations for Visual Reinforcement Learning | Oct 12, 2021 | Imitation LearningInductive Bias | CodeCode Available | 1 |
| Fine-grained style control in Transformer-based Text-to-speech Synthesis | Oct 12, 2021 | Inductive BiasSpeech Synthesis | CodeCode Available | 1 |
| Crystal Diffusion Variational Autoencoder for Periodic Material Generation | Oct 12, 2021 | DecoderInductive Bias | CodeCode Available | 1 |
| The Eigenlearning Framework: A Conservation Law Perspective on Kernel Regression and Wide Neural Networks | Oct 8, 2021 | Adversarial RobustnessInductive Bias | CodeCode Available | 1 |
| ModeRNN: Harnessing Spatiotemporal Mode Collapse in Unsupervised Predictive Learning | Oct 8, 2021 | Inductive Bias | CodeCode Available | 1 |
| Boundary-aware Transformers for Skin Lesion Segmentation | Oct 8, 2021 | Inductive BiasLesion Segmentation | CodeCode Available | 1 |
| Modeling Label Space Interactions in Multi-label Classification using Box Embeddings | Sep 29, 2021 | ClassificationHierarchical Multi-label Classification | CodeCode Available | 1 |
| WaveMix: Multi-Resolution Token Mixing for Images | Sep 29, 2021 | GPUimage-classification | CodeCode Available | 1 |
| Neural Networks with Physics-Informed Architectures and Constraints for Dynamical Systems Modeling | Sep 14, 2021 | Inductive Bias | CodeCode Available | 1 |
| nnFormer: Interleaved Transformer for Volumetric Segmentation | Sep 7, 2021 | Image SegmentationInductive Bias | CodeCode Available | 1 |
| Learning Hierarchical Structures with Differentiable Nondeterministic Stacks | Sep 5, 2021 | Inductive BiasLanguage Modeling | CodeCode Available | 1 |
| Rethinking Deep Image Prior for Denoising | Aug 29, 2021 | DenoisingInductive Bias | CodeCode Available | 1 |
| PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers | Aug 19, 2021 | DecoderInductive Bias | CodeCode Available | 1 |
| A Generalizable Model-and-Data Driven Approach for Open-Set RFF Authentication | Aug 10, 2021 | Inductive Bias | CodeCode Available | 1 |
| RaftMLP: How Much Can Be Done Without Attention and with Less Spatial Locality? | Aug 9, 2021 | Inductive Biasobject-detection | CodeCode Available | 1 |
| Global Self-Attention as a Replacement for Graph Convolution | Aug 7, 2021 | Edge ClassificationGraph Classification | CodeCode Available | 1 |
| Code Generation from Natural Language with Less Prior Knowledge and More Monolingual Data | Aug 1, 2021 | Code GenerationInductive Bias | CodeCode Available | 1 |
| ADeLA: Automatic Dense Labeling with Attention for Viewpoint Adaptation in Semantic Segmentation | Jul 29, 2021 | Domain AdaptationHallucination | CodeCode Available | 1 |
| H-Transformer-1D: Fast One-Dimensional Hierarchical Attention for Sequences | Jul 25, 2021 | Inductive BiasLanguage Modelling | CodeCode Available | 1 |
| Learning Attributed Graph Representations with Communicative Message Passing Transformer | Jul 19, 2021 | Inductive Biasmolecular representation | CodeCode Available | 1 |
| Vision Xformers: Efficient Attention for Image Classification | Jul 5, 2021 | ClassificationGPU | CodeCode Available | 1 |
| Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks | Jul 3, 2021 | Combinatorial OptimizationGraph Classification | CodeCode Available | 1 |
| The Causal-Neural Connection: Expressiveness, Learnability, and Inference | Jul 2, 2021 | Causal IdentificationCausal Inference | CodeCode Available | 1 |
