| Learning Symbolic Physics with Graph Networks | Sep 12, 2019 | Inductive BiasSymbolic Regression | —Unverified | 0 |
| Learning Semantic Parsers from Denotations with Latent Structured Alignments and Abstract Programs | Sep 9, 2019 | Inductive BiasSemantic Parsing | CodeCode Available | 0 |
| Learning Visual Dynamics Models of Rigid Objects using Relational Inductive Biases | Sep 9, 2019 | Inductive Bias | CodeCode Available | 0 |
| Auxiliary Learning for Deep Multi-task Learning | Sep 5, 2019 | Auxiliary LearningDepth Estimation | —Unverified | 0 |
| Additive function approximation in the brain | Sep 5, 2019 | HippocampusInductive Bias | CodeCode Available | 0 |
| Inductive-bias-driven Reinforcement Learning For Efficient Schedules in Heterogeneous Clusters | Sep 4, 2019 | Heuristic SearchInductive Bias | —Unverified | 0 |
| Towards Better Modeling Hierarchical Structure for Self-Attention with Ordered Neurons | Sep 4, 2019 | Inductive BiasMachine Translation | —Unverified | 0 |
| Logic and the 2-Simplicial Transformer | Sep 2, 2019 | Deep Reinforcement LearningInductive Bias | —Unverified | 0 |
| Repurposing Decoder-Transformer Language Models for Abstractive Summarization | Sep 1, 2019 | Abstractive Text SummarizationDecoder | —Unverified | 0 |
| Naive Regularizers for Low-Resource Neural Machine Translation | Sep 1, 2019 | Inductive BiasLow Resource Neural Machine Translation | —Unverified | 0 |
| Hierarchical Pointer Net Parsing | Aug 30, 2019 | DecoderDiscourse Parsing | CodeCode Available | 0 |
| Meta-Learning with Warped Gradient Descent | Aug 30, 2019 | Few-Shot LearningInductive Bias | CodeCode Available | 0 |
| Promoting Coordination through Policy Regularization in Multi-Agent Deep Reinforcement Learning | Aug 6, 2019 | continuous-controlContinuous Control | —Unverified | 0 |
| Contextualized Diachronic Word Representations | Aug 1, 2019 | Diachronic Word EmbeddingsInductive Bias | CodeCode Available | 0 |
| On Mutual Information Maximization for Representation Learning | Jul 31, 2019 | Inductive BiasRepresentation Learning | CodeCode Available | 0 |
| Disentangled Relational Representations for Explaining and Learning from Demonstration | Jul 31, 2019 | Inductive Bias | —Unverified | 0 |
| Compositional Deep Learning | Jul 16, 2019 | Deep LearningInductive Bias | —Unverified | 0 |
| Graph-based Knowledge Distillation by Multi-head Attention Network | Jul 4, 2019 | Inductive BiasKnowledge Distillation | CodeCode Available | 0 |
| Symbolic Inductive Bias for Visually Grounded Learning of Spoken Language | Jul 1, 2019 | Image RetrievalInductive Bias | CodeCode Available | 0 |
| Long-Distance Dependencies Don't Have to Be Long: Simplifying through Provably (Approximately) Optimal Permutations | Jul 1, 2019 | General ClassificationInductive Bias | —Unverified | 0 |
| Factors for the Generalisation of Identity Relations by Neural Networks | Jun 13, 2019 | Inductive Bias | —Unverified | 0 |
| Explicit Disentanglement of Appearance and Perspective in Generative Models | Jun 11, 2019 | DisentanglementInductive Bias | CodeCode Available | 0 |
| On the Transfer of Inductive Bias from Simulation to the Real World: a New Disentanglement Dataset | Jun 7, 2019 | DisentanglementInductive Bias | CodeCode Available | 0 |
| Learning Clustered Representation for Complex Free Energy Landscapes | Jun 7, 2019 | ClusteringDimensionality Reduction | —Unverified | 0 |
| Inductive Bias of Gradient Descent based Adversarial Training on Separable Data | Jun 7, 2019 | Binary ClassificationInductive Bias | —Unverified | 0 |
| Quaternion Collaborative Filtering for Recommendation | Jun 6, 2019 | AllCollaborative Filtering | —Unverified | 0 |
| Physics Enhanced Data-Driven Models with Variational Gaussian Processes | Jun 5, 2019 | Gaussian ProcessesInductive Bias | —Unverified | 0 |
| Learning dynamic polynomial proofs | Jun 4, 2019 | BIG-bench Machine LearningDeep Reinforcement Learning | —Unverified | 0 |
| GLAD: Learning Sparse Graph Recovery | Jun 1, 2019 | Inductive Bias | CodeCode Available | 0 |
| Regression Networks for Meta-Learning Few-Shot Classification | May 31, 2019 | ClassificationFew-Shot Learning | CodeCode Available | 0 |
| Semantically Conditioned Dialog Response Generation via Hierarchical Disentangled Self-Attention | May 30, 2019 | Data-to-Text GenerationInductive Bias | CodeCode Available | 0 |
| Where is the Information in a Deep Neural Network? | May 29, 2019 | Inductive BiasOpen-Ended Question Answering | —Unverified | 0 |
| On the Inductive Bias of Neural Tangent Kernels | May 29, 2019 | Inductive Bias | CodeCode Available | 0 |
| Better Long-Range Dependency By Bootstrapping A Mutual Information Regularizer | May 28, 2019 | General ClassificationInductive Bias | CodeCode Available | 0 |
| Gaining Extra Supervision via Multi-task learning for Multi-Modal Video Question Answering | May 28, 2019 | Inductive BiasMetric Learning | —Unverified | 0 |
| Physics-as-Inverse-Graphics: Unsupervised Physical Parameter Estimation from Video | May 27, 2019 | Inductive BiasModel Predictive Control | CodeCode Available | 0 |
| Bivariate Beta-LSTM | May 25, 2019 | Caption GenerationDensity Estimation | CodeCode Available | 0 |
| Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems | May 11, 2019 | Feature EngineeringGraph Neural Network | CodeCode Available | 0 |
| Neural 3D Morphable Models: Spiral Convolutional Networks for 3D Shape Representation Learning and Generation | May 8, 2019 | 3D Shape RepresentationInductive Bias | CodeCode Available | 0 |
| Temporal Graph Convolutional Networks for Automatic Seizure Detection | May 3, 2019 | Inductive BiasSeizure Detection | —Unverified | 0 |
| Smoothing the Geometry of Probabilistic Box Embeddings | May 1, 2019 | Inductive Bias | —Unverified | 0 |
| Modulating transfer between tasks in gradient-based meta-learning | May 1, 2019 | DiversityInductive Bias | —Unverified | 0 |
| Attentive Task-Agnostic Meta-Learning for Few-Shot Text Classification | May 1, 2019 | ClassificationFew-Shot Text Classification | —Unverified | 0 |
| Multi-task Learning with Gradient Communication | May 1, 2019 | Inductive BiasMulti-Task Learning | —Unverified | 0 |
| Intrinsic Social Motivation via Causal Influence in Multi-Agent RL | May 1, 2019 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Good-Enough Compositional Data Augmentation | Apr 21, 2019 | Data AugmentationDiagnostic | CodeCode Available | 0 |
| AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning | Apr 8, 2019 | Bayesian OptimizationInductive Bias | —Unverified | 0 |
| Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing | Mar 6, 2019 | Entity TypingInductive Bias | CodeCode Available | 0 |
| Tensor Dropout for Robust Learning | Feb 27, 2019 | image-classificationImage Classification | —Unverified | 0 |
| Probabilistic Modeling with Matrix Product States | Feb 19, 2019 | Inductive Bias | —Unverified | 0 |