| The Causal-Neural Connection: Expressiveness, Learnability, and Inference | Jul 2, 2021 | Causal IdentificationCausal Inference | CodeCode Available | 1 |
| Generalization and Robustness Implications in Object-Centric Learning | Jul 1, 2021 | Inductive BiasObject | CodeCode Available | 1 |
| ResViT: Residual vision transformers for multi-modal medical image synthesis | Jun 30, 2021 | DiversityImage Generation | CodeCode Available | 1 |
| ViTAS: Vision Transformer Architecture Search | Jun 25, 2021 | Inductive BiasNeural Architecture Search | CodeCode Available | 1 |
| Charformer: Fast Character Transformers via Gradient-based Subword Tokenization | Jun 23, 2021 | Inductive BiasLinguistic Acceptability | CodeCode Available | 1 |
| Volume Rendering of Neural Implicit Surfaces | Jun 22, 2021 | DisentanglementInductive Bias | CodeCode Available | 1 |
| How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers | Jun 18, 2021 | Data Augmentationimage-classification | CodeCode Available | 1 |
| A Random CNN Sees Objects: One Inductive Bias of CNN and Its Applications | Jun 17, 2021 | Inductive BiasObject | CodeCode Available | 1 |
| LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking | Jun 17, 2021 | Entity LinkingInductive Bias | CodeCode Available | 1 |
| CoAtNet: Marrying Convolution and Attention for All Data Sizes | Jun 9, 2021 | AllImage Classification | CodeCode Available | 1 |
| Meta-Interpretive Learning as Metarule Specialisation | Jun 9, 2021 | Inductive Bias | CodeCode Available | 1 |
| Efficient Training of Visual Transformers with Small Datasets | Jun 7, 2021 | Inductive Bias | CodeCode Available | 1 |
| On Inductive Biases for Heterogeneous Treatment Effect Estimation | Jun 7, 2021 | AllHeterogeneous Treatment Effect Estimation | CodeCode Available | 1 |
| ViTAE: Vision Transformer Advanced by Exploring Intrinsic Inductive Bias | Jun 7, 2021 | Image ClassificationInductive Bias | CodeCode Available | 1 |
| Pseudo-Riemannian Graph Convolutional Networks | Jun 6, 2021 | Graph ReconstructionInductive Bias | CodeCode Available | 1 |
| Container: Context Aggregation Network | Jun 2, 2021 | Image ClassificationInductive Bias | CodeCode Available | 1 |
| Examining the Inductive Bias of Neural Language Models with Artificial Languages | Jun 2, 2021 | Inductive Bias | CodeCode Available | 1 |
| G-Transformer for Document-level Machine Translation | May 31, 2021 | Document Level Machine TranslationInductive Bias | CodeCode Available | 1 |
| Learning Visible Connectivity Dynamics for Cloth Smoothing | May 21, 2021 | Deformable Object ManipulationInductive Bias | CodeCode Available | 1 |
| Backdoor Attacks on Self-Supervised Learning | May 21, 2021 | Backdoor AttackInductive Bias | CodeCode Available | 1 |
| Medical Image Segmentation Using Squeeze-and-Expansion Transformers | May 20, 2021 | Brain Tumor SegmentationDomain Generalization | CodeCode Available | 1 |
| Data-Free Knowledge Distillation for Heterogeneous Federated Learning | May 20, 2021 | Data-free Knowledge DistillationFederated Learning | CodeCode Available | 1 |
| AMR Parsing with Action-Pointer Transformer | Apr 29, 2021 | Abstract Meaning RepresentationAMR Parsing | CodeCode Available | 1 |
| Cross-Domain Few-Shot Classification via Adversarial Task Augmentation | Apr 29, 2021 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| On the Inductive Bias of Masked Language Modeling: From Statistical to Syntactic Dependencies | Apr 12, 2021 | Inductive BiasLanguage Modeling | CodeCode Available | 1 |
| 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 |
| 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 |
| 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 |
| 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 |
| Rethinking Content and Style: Exploring Bias for Unsupervised Disentanglement | Feb 21, 2021 | 3D ReconstructionDisentanglement | CodeCode Available | 1 |
| Extending Lagrangian and Hamiltonian Neural Networks with Differentiable Contact Models | Feb 12, 2021 | Contact mechanicsFriction | CodeCode Available | 1 |
| SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentation | Jan 21, 2021 | Inductive BiasMotion Segmentation | CodeCode Available | 1 |
| Directed Acyclic Graph Neural Networks | Jan 20, 2021 | Graph Neural NetworkGraph Property Prediction | CodeCode Available | 1 |
| LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning | Jan 15, 2021 | Inductive BiasMathematical Reasoning | CodeCode Available | 1 |
| MC-LSTM: Mass-Conserving LSTM | Jan 13, 2021 | Inductive Bias | CodeCode Available | 1 |
| Self-Supervised Vessel Enhancement Using Flow-Based Consistencies | Jan 13, 2021 | Inductive Bias | CodeCode Available | 1 |
| Explain and Predict, and then Predict Again | Jan 11, 2021 | Explanation GenerationFact Verification | CodeCode Available | 1 |
| Dynamic Hybrid Relation Network for Cross-Domain Context-Dependent Semantic Parsing | Jan 5, 2021 | Dialogue State TrackingInductive Bias | CodeCode Available | 1 |
| Code Generation from Natural Language with Less Prior and More Monolingual Data | Jan 1, 2021 | Code GenerationInductive Bias | CodeCode Available | 1 |
| A Generalization of Transformer Networks to Graphs | Dec 17, 2020 | Graph RegressionInductive Bias | CodeCode Available | 1 |
| Taming Transformers for High-Resolution Image Synthesis | Dec 17, 2020 | DeepFake DetectionImage Generation | CodeCode Available | 1 |
| Communicative Message Passing for Inductive Relation Reasoning | Dec 16, 2020 | Inductive BiasInductive Relation Prediction | CodeCode Available | 1 |
| Spatially-Adaptive Pixelwise Networks for Fast Image Translation | Dec 5, 2020 | Image-to-Image TranslationInductive Bias | CodeCode Available | 1 |
| Supercharging Imbalanced Data Learning With Energy-based Contrastive Representation Transfer | Nov 25, 2020 | Inductive BiasTransfer Learning | CodeCode Available | 1 |