| Discovering and Explaining the Representation Bottleneck of Graph Neural Networks from Multi-order Interactions | May 15, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| Physics-Informed Regularization for Domain-Agnostic Dynamical System Modeling | Oct 8, 2024 | Inductive Bias | CodeCode Available | 1 |
| Pix4Point: Image Pretrained Standard Transformers for 3D Point Cloud Understanding | Aug 25, 2022 | 3D Point Cloud ClassificationInductive Bias | CodeCode Available | 1 |
| PointClustering: Unsupervised Point Cloud Pre-Training Using Transformation Invariance in Clustering | Jan 1, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Exact Hard Monotonic Attention for Character-Level Transduction | May 15, 2019 | Hard AttentionInductive Bias | CodeCode Available | 1 |
| End-to-End Referring Video Object Segmentation with Multimodal Transformers | Nov 29, 2021 | Inductive BiasInstance Segmentation | CodeCode Available | 1 |
| Cross Aggregation Transformer for Image Restoration | Nov 24, 2022 | Image RestorationInductive Bias | CodeCode Available | 1 |
| E(n) Equivariant Topological Neural Networks | May 24, 2024 | Inductive BiasMolecular Property Prediction | CodeCode Available | 1 |
| Dynamic Token Normalization Improves Vision Transformers | Dec 5, 2021 | Inductive BiasListOps | CodeCode Available | 1 |
| Efficient Training of Visual Transformers with Small Datasets | Jun 7, 2021 | Inductive Bias | CodeCode Available | 1 |
| Convolutional Bypasses Are Better Vision Transformer Adapters | Jul 14, 2022 | Few-Shot LearningInductive Bias | CodeCode Available | 1 |
| Cross-Domain Few-Shot Classification via Adversarial Task Augmentation | Apr 29, 2021 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks | Sep 17, 2020 | Inductive BiasObject | CodeCode Available | 1 |
| EINNs: Epidemiologically-informed Neural Networks | Feb 21, 2022 | Inductive Bias | CodeCode Available | 1 |
| Energy-Based Learning for Scene Graph Generation | Mar 3, 2021 | Graph GenerationInductive Bias | CodeCode Available | 1 |
| Global Self-Attention as a Replacement for Graph Convolution | Aug 7, 2021 | Edge ClassificationGraph Classification | CodeCode Available | 1 |
| Convolutional Initialization for Data-Efficient Vision Transformers | Jan 23, 2024 | Inductive Bias | CodeCode Available | 1 |
| A microstructure estimation Transformer inspired by sparse representation for diffusion MRI | May 13, 2022 | Diffusion MRIInductive Bias | CodeCode Available | 1 |
| Counterexample-Guided Learning of Monotonic Neural Networks | Jun 16, 2020 | Inductive Bias | CodeCode Available | 1 |
| Embrace the Gap: VAEs Perform Independent Mechanism Analysis | Jun 6, 2022 | DecoderInductive Bias | CodeCode Available | 1 |
| Dual Progressive Transformations for Weakly Supervised Semantic Segmentation | Sep 30, 2022 | Inductive BiasObject | CodeCode Available | 1 |
| Correlation Loss: Enforcing Correlation between Classification and Localization | Jan 3, 2023 | ClassificationInductive Bias | CodeCode Available | 1 |
| Cost Aggregation Is All You Need for Few-Shot Segmentation | Dec 22, 2021 | AllDecoder | CodeCode Available | 1 |
| Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation | Jul 22, 2022 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| DRew: Dynamically Rewired Message Passing with Delay | May 13, 2023 | Graph ClassificationGraph Regression | CodeCode Available | 1 |