| Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images | May 25, 2021 | Few-Shot LearningInductive Bias | —Unverified | 0 |
| Is Heterophily A Real Nightmare For Graph Neural Networks Performing Node Classification? | May 21, 2021 | Inductive BiasNode Classification | —Unverified | 0 |
| How Gradient Descent Separates Data with Neural Collapse: A Layer-Peeled Perspective | May 21, 2021 | Inductive Bias | —Unverified | 0 |
| Backdoor Attacks on Self-Supervised Learning | May 21, 2021 | Backdoor AttackInductive Bias | CodeCode Available | 1 |
| Learning Visible Connectivity Dynamics for Cloth Smoothing | May 21, 2021 | Deformable Object ManipulationInductive Bias | CodeCode Available | 1 |
| Data-Free Knowledge Distillation for Heterogeneous Federated Learning | May 20, 2021 | Data-free Knowledge DistillationFederated Learning | CodeCode Available | 1 |
| Medical Image Segmentation Using Squeeze-and-Expansion Transformers | May 20, 2021 | Brain Tumor SegmentationDomain Generalization | CodeCode Available | 1 |
| Permutation Invariant Policy Optimization for Mean-Field Multi-Agent Reinforcement Learning: A Principled Approach | May 18, 2021 | Inductive BiasMulti-agent Reinforcement Learning | —Unverified | 0 |
| A Cognitive Regularizer for Language Modeling | May 15, 2021 | Inductive BiasLanguage Modeling | —Unverified | 0 |
| Estimating Disentangled Belief about Hidden State and Hidden Task for Meta-RL | May 14, 2021 | Inductive BiasMeta Reinforcement Learning | —Unverified | 0 |
| ChaRRNets: Channel Robust Representation Networks for RF Fingerprinting | May 8, 2021 | Inductive Bias | —Unverified | 0 |
| Towards Error Measures which Influence a Learners Inductive Bias to the Ground Truth | May 4, 2021 | Inductive Biasregression | —Unverified | 0 |
| On Lottery Tickets and Minimal Task Representations in Deep Reinforcement Learning | May 4, 2021 | Behavioural cloningDeep Reinforcement Learning | —Unverified | 0 |
| 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 |
| A neural anisotropic view of underspecification in deep learning | Apr 29, 2021 | Deep LearningFairness | —Unverified | 0 |
| Sifting out the features by pruning: Are convolutional networks the winning lottery ticket of fully connected ones? | Apr 27, 2021 | Inductive Bias | CodeCode Available | 0 |
| Code Structure Guided Transformer for Source Code Summarization | Apr 19, 2021 | Code SummarizationInductive Bias | —Unverified | 0 |
| Agent-Centric Representations for Multi-Agent Reinforcement Learning | Apr 19, 2021 | Inductive BiasMulti-agent Reinforcement Learning | —Unverified | 0 |
| Pareto Self-Supervised Training for Few-Shot Learning | Apr 16, 2021 | Auxiliary LearningFew-Shot Learning | —Unverified | 0 |
| Joint Attention for Multi-Agent Coordination and Social Learning | Apr 15, 2021 | Deep Reinforcement LearningInductive Bias | —Unverified | 0 |
| On the Inductive Bias of Masked Language Modeling: From Statistical to Syntactic Dependencies | Apr 12, 2021 | Inductive BiasLanguage Modeling | CodeCode Available | 1 |
| Autoequivariant Network Search via Group Decomposition | Apr 10, 2021 | Inductive BiasNeural Architecture Search | CodeCode Available | 0 |
| Scaling up graph homomorphism for classification via sampling | Apr 8, 2021 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Towards Enabling Meta-Learning from Target Models | Apr 8, 2021 | Few-Shot LearningInductive Bias | CodeCode Available | 0 |
| 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 |