| Contrastive Syn-to-Real Generalization | Apr 6, 2021 | DiversityDomain Generalization | CodeCode Available | 1 |
| New Benchmarks for Learning on Non-Homophilous Graphs | Apr 3, 2021 | AttributeFraud Detection | CodeCode Available | 1 |
| Keep Learning: Self-supervised Meta-learning for Learning from Inference | Apr 1, 2021 | Answer Selectionimage-classification | —Unverified | 0 |
| PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering | Mar 30, 2021 | ClusteringInductive Bias | CodeCode Available | 1 |
| Rethinking Neural Operations for Diverse Tasks | Mar 29, 2021 | AutoMLImage Classification | CodeCode Available | 1 |
| Beyond permutation equivariance in graph networks | Mar 25, 2021 | Inductive Bias | —Unverified | 0 |
| Spatially Dependent U-Nets: Highly Accurate Architectures for Medical Imaging Segmentation | Mar 22, 2021 | Image SegmentationInductive Bias | —Unverified | 0 |
| ConViT: Improving Vision Transformers with Soft Convolutional Inductive Biases | Mar 19, 2021 | image-classificationImage Classification | CodeCode Available | 0 |
| Learning Task Decomposition with Ordered Memory Policy Network | Mar 19, 2021 | Inductive Bias | —Unverified | 0 |
| Structure Inducing Pre-Training | Mar 18, 2021 | DescriptiveInductive Bias | CodeCode Available | 1 |
| VDSM: Unsupervised Video Disentanglement with State-Space Modeling and Deep Mixtures of Experts | Mar 12, 2021 | DecoderDisentanglement | CodeCode Available | 1 |
| CANINE: Pre-training an Efficient Tokenization-Free Encoder for Language Representation | Mar 11, 2021 | Inductive Bias | CodeCode Available | 1 |
| Relational Weight Priors in Neural Networks for Abstract Pattern Learning and Language Modelling | Mar 10, 2021 | Inductive BiasLanguage Modelling | —Unverified | 0 |
| On complementing end-to-end human behavior predictors with planning | Mar 9, 2021 | Autonomous DrivingHuman motion prediction | —Unverified | 0 |
| Self-Supervision by Prediction for Object Discovery in Videos | Mar 9, 2021 | Inductive BiasObject | —Unverified | 0 |
| Neural networks can understand compositional functions that humans do not, in the context of emergent communication | Mar 6, 2021 | Inductive BiasPosition | CodeCode Available | 0 |
| Attention is Not All You Need: Pure Attention Loses Rank Doubly Exponentially with Depth | Mar 5, 2021 | AllInductive Bias | CodeCode Available | 1 |
| CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation | Mar 4, 2021 | Image SegmentationInductive Bias | CodeCode Available | 1 |
| Energy-Based Learning for Scene Graph Generation | Mar 3, 2021 | Graph GenerationInductive Bias | CodeCode Available | 1 |
| Learning with Hyperspherical Uniformity | Mar 2, 2021 | Inductive BiasL2 Regularization | CodeCode Available | 0 |
| Dual Reinforcement-Based Specification Generation for Image De-Rendering | Mar 2, 2021 | DecoderInductive Bias | —Unverified | 0 |
| Reinforcement Learning for Adaptive Mesh Refinement | Mar 1, 2021 | Deep Reinforcement LearningInductive Bias | —Unverified | 0 |
| Persistent Message Passing | Mar 1, 2021 | Inductive Bias | —Unverified | 0 |
| Experiments with Rich Regime Training for Deep Learning | Feb 26, 2021 | Deep LearningInductive Bias | —Unverified | 0 |
| Convolution-Free Medical Image Segmentation using Transformers | Feb 26, 2021 | Image SegmentationInductive Bias | —Unverified | 0 |