| Classification by Attention: Scene Graph Classification with Prior Knowledge | Nov 19, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Exploring End-to-End Differentiable Natural Logic Modeling | Nov 8, 2020 | Inductive Bias | CodeCode Available | 1 |
| Transfer Meta-Learning: Information-Theoretic Bounds and Information Meta-Risk Minimization | Nov 4, 2020 | Inductive BiasMeta-Learning | —Unverified | 0 |
| Learning to Represent Action Values as a Hypergraph on the Action Vertices | Oct 28, 2020 | Atari GamesContinuous Control | —Unverified | 0 |
| Refactoring Policy for Compositional Generalizability using Self-Supervised Object Proposals | Oct 26, 2020 | Inductive BiasSelf-Supervised Learning | —Unverified | 0 |
| Graph Transformer Networks with Syntactic and Semantic Structures for Event Argument Extraction | Oct 26, 2020 | Event Argument ExtractionInductive Bias | —Unverified | 0 |
| Inductive Bias of Gradient Descent for Weight Normalized Smooth Homogeneous Neural Nets | Oct 24, 2020 | Inductive Bias | CodeCode Available | 0 |
| Detecting and Exorcising Statistical Demons from Language Models with Anti-Models of Negative Data | Oct 22, 2020 | Inductive Bias | —Unverified | 0 |
| Conditional Mutual Information-Based Generalization Bound for Meta Learning | Oct 21, 2020 | Inductive BiasMeta-Learning | —Unverified | 0 |
| A case for new neural networks smoothness constraints | Oct 19, 2020 | Adversarial RobustnessInductive Bias | —Unverified | 0 |
| Neuralizing Efficient Higher-order Belief Propagation | Oct 19, 2020 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Effects of Parameter Norm Growth During Transformer Training: Inductive Bias from Gradient Descent | Oct 19, 2020 | Inductive Bias | CodeCode Available | 0 |
| Generalizable Machine Learning in Neuroscience using Graph Neural Networks | Oct 16, 2020 | BIG-bench Machine LearningGraph Neural Network | —Unverified | 0 |
| Why Are Convolutional Nets More Sample-Efficient than Fully-Connected Nets? | Oct 16, 2020 | image-classificationImage Classification | —Unverified | 0 |
| Can RNNs trained on harder subject-verb agreement instances still perform well on easier ones? | Oct 10, 2020 | Inductive Bias | CodeCode Available | 0 |
| Sparse Spectrum Warped Input Measures for Nonstationary Kernel Learning | Oct 9, 2020 | FormGaussian Processes | —Unverified | 0 |
| Shot in the Dark: Few-Shot Learning with No Base-Class Labels | Oct 6, 2020 | Few-Shot LearningInductive Bias | —Unverified | 0 |
| GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing | Sep 29, 2020 | Inductive BiasLanguage Modeling | CodeCode Available | 1 |
| Learning Sparse Sentence Encoding without Supervision: An Exploration of Sparsity in Variational Autoencoders | Sep 25, 2020 | Inductive BiasRepresentation Learning | CodeCode Available | 0 |
| Tailoring: encoding inductive biases by optimizing unsupervised objectives at prediction time | Sep 22, 2020 | Inductive BiasMeta-Learning | —Unverified | 0 |
| Open-set Short Utterance Forensic Speaker Verification using Teacher-Student Network with Explicit Inductive Bias | Sep 21, 2020 | Inductive BiasKnowledge Distillation | —Unverified | 0 |
| Structured Attention for Unsupervised Dialogue Structure Induction | Sep 17, 2020 | Inductive BiasSentence | CodeCode Available | 1 |
| Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks | Sep 17, 2020 | Inductive BiasObject | CodeCode Available | 1 |
| Collaborative Group Learning | Sep 16, 2020 | Computational EfficiencyInductive Bias | —Unverified | 0 |
| Multilinear Latent Conditioning for Generating Unseen Attribute Combinations | Sep 9, 2020 | AttributeInductive Bias | —Unverified | 0 |
| Uncovering the Corona Virus Map Using Deep Entities and Relationship Models | Sep 7, 2020 | ArticlesInductive Bias | —Unverified | 0 |
| Sparse Meta Networks for Sequential Adaptation and its Application to Adaptive Language Modelling | Sep 3, 2020 | Incremental LearningInductive Bias | —Unverified | 0 |
| Prevalence of Neural Collapse during the terminal phase of deep learning training | Aug 18, 2020 | Inductive Bias | CodeCode Available | 0 |
| Self-Sampling for Neural Point Cloud Consolidation | Aug 14, 2020 | Inductive Bias | CodeCode Available | 1 |
| Learning Insulin-Glucose Dynamics in the Wild | Aug 6, 2020 | Inductive Bias | —Unverified | 0 |
| Shallow Univariate ReLu Networks as Splines: Initialization, Loss Surface, Hessian, & Gradient Flow Dynamics | Aug 4, 2020 | Inductive Bias | —Unverified | 0 |
| Towards Learning Convolutions from Scratch | Jul 27, 2020 | image-classificationImage Classification | CodeCode Available | 0 |
| Hierachial Protein Function Prediction with Tails-GNNs | Jul 24, 2020 | Inductive BiasPrediction | —Unverified | 0 |
| Learning Structured Latent Factors from Dependent Data:A Generative Model Framework from Information-Theoretic Perspective | Jul 21, 2020 | FairnessInductive Bias | —Unverified | 0 |
| Fuzzy Graph Neural Network for Few-Shot Learning | Jul 19, 2020 | Few-Shot LearningGraph Neural Network | CodeCode Available | 1 |
| Learning to Match Distributions for Domain Adaptation | Jul 17, 2020 | Domain AdaptationInductive Bias | —Unverified | 0 |
| Learning Multiplicative Interactions with Bayesian Neural Networks for Visual-Inertial Odometry | Jul 15, 2020 | Inductive Bias | —Unverified | 0 |
| Can neural networks acquire a structural bias from raw linguistic data? | Jul 14, 2020 | Inductive BiasLanguage Acquisition | —Unverified | 0 |
| Learning to plan with uncertain topological maps | Jul 10, 2020 | Inductive BiasNavigate | CodeCode Available | 1 |
| Program Synthesis with Pragmatic Communication | Jul 9, 2020 | Inductive BiasProgram Synthesis | —Unverified | 0 |
| Ridge Regression with Over-Parametrized Two-Layer Networks Converge to Ridgelet Spectrum | Jul 7, 2020 | Inductive BiasNumerical Integration | —Unverified | 0 |
| GCN-BMP: Investigating Graph Representation Learning for DDI Prediction Task | Jul 1, 2020 | Graph Representation LearningInductive Bias | —Unverified | 0 |
| Identifying Collaborative Conversations using Latent Discourse Behaviors | Jul 1, 2020 | Inductive Bias | —Unverified | 0 |
| Group Equivariant Deep Reinforcement Learning | Jul 1, 2020 | Deep Reinforcement LearningInductive Bias | CodeCode Available | 0 |
| Latent Compositional Representations Improve Systematic Generalization in Grounded Question Answering | Jul 1, 2020 | Inductive BiasQuestion Answering | CodeCode Available | 1 |
| Improving Image Captioning with Better Use of Caption | Jul 1, 2020 | Caption GenerationImage Captioning | —Unverified | 0 |
| Is SGD a Bayesian sampler? Well, almost | Jun 26, 2020 | Gaussian ProcessesInductive Bias | —Unverified | 0 |
| Building powerful and equivariant graph neural networks with structural message-passing | Jun 26, 2020 | Graph RegressionInductive Bias | CodeCode Available | 1 |
| Robust Domain Adaptation: Representations, Weights and Inductive Bias | Jun 24, 2020 | Domain AdaptationInductive Bias | —Unverified | 0 |
| Spectral Bias and Task-Model Alignment Explain Generalization in Kernel Regression and Infinitely Wide Neural Networks | Jun 23, 2020 | BIG-bench Machine LearningInductive Bias | CodeCode Available | 0 |