| NeurIPS 2019 Disentanglement Challenge: Improved Disentanglement through Learned Aggregation of Convolutional Feature Maps | Feb 27, 2020 | DisentanglementInductive Bias | CodeCode Available | 0 |
| Embedding Hard Physical Constraints in Convolutional Neural Networks for 3D Turbulence | Feb 26, 2020 | Deep LearningDimensionality Reduction | —Unverified | 0 |
| Graph Convolutional Gaussian Processes For Link Prediction | Feb 11, 2020 | Gaussian ProcessesGraph Neural Network | —Unverified | 0 |
| Local Nonparametric Meta-Learning | Feb 9, 2020 | Inductive BiasMeta-Learning | CodeCode Available | 0 |
| Revisiting Spatial Invariance with Low-Rank Local Connectivity | Feb 7, 2020 | Inductive Bias | —Unverified | 0 |
| Conditional Deep Gaussian Processes: multi-fidelity kernel learning | Feb 7, 2020 | Few-Shot LearningGaussian Processes | CodeCode Available | 0 |
| Pseudo-Bidirectional Decoding for Local Sequence Transduction | Jan 31, 2020 | DecoderGrammatical Error Correction | —Unverified | 0 |
| On Learning Vehicle Detection in Satellite Video | Jan 29, 2020 | Inductive BiasObject | —Unverified | 0 |
| Does syntax need to grow on trees? Sources of hierarchical inductive bias in sequence-to-sequence networks | Jan 10, 2020 | Inductive Bias | —Unverified | 0 |
| Multitask learning over graphs: An Approach for Distributed, Streaming Machine Learning | Jan 7, 2020 | BIG-bench Machine LearningInductive Bias | —Unverified | 0 |
| NetGAN without GAN: From Random Walks to Low-Rank Approximations | Jan 1, 2020 | Inductive Bias | —Unverified | 0 |
| Student Specialization in Deep Rectified Networks With Finite Width and Input Dimension | Jan 1, 2020 | Inductive Bias | —Unverified | 0 |
| Inductive Bias-driven Reinforcement Learning For Efficient Schedules in Heterogeneous Clusters | Jan 1, 2020 | Heuristic SearchInductive Bias | —Unverified | 0 |
| Metagross: Meta Gated Recursive Controller Units for Sequence Modeling | Jan 1, 2020 | Code GenerationInductive Bias | —Unverified | 0 |
| Just Add Functions: A Neural-Symbolic Language Model | Dec 11, 2019 | Inductive BiasLanguage Modeling | —Unverified | 0 |
| Neural Module Networks for Reasoning over Text | Dec 10, 2019 | DiversityInductive Bias | CodeCode Available | 0 |
| Minimum Class Confusion for Versatile Domain Adaptation | Dec 8, 2019 | Domain AdaptationInductive Bias | CodeCode Available | 0 |
| Weak Supervision helps Emergence of Word-Object Alignment and improves Vision-Language Tasks | Dec 6, 2019 | Image RetrievalInductive Bias | —Unverified | 0 |
| SAG-VAE: End-to-end Joint Inference of Data Representations and Feature Relations | Nov 27, 2019 | Image ReconstructionInductive Bias | —Unverified | 0 |
| Towards Better Understanding of Disentangled Representations via Mutual Information | Nov 25, 2019 | DisentanglementInductive Bias | —Unverified | 0 |
| Improved Disentanglement through Learned Aggregation of Convolutional Feature Maps | Nov 15, 2019 | DisentanglementInductive Bias | —Unverified | 0 |
| Learning From Brains How to Regularize Machines | Nov 11, 2019 | image-classificationImage Classification | CodeCode Available | 0 |
| Rate-Regularization and Generalization in VAEs | Nov 11, 2019 | Inductive Bias | —Unverified | 0 |
| High Fidelity Video Prediction with Large Stochastic Recurrent Neural Networks | Nov 5, 2019 | Inductive BiasOptical Flow Estimation | —Unverified | 0 |
| HMEAE: Hierarchical Modular Event Argument Extraction | Nov 1, 2019 | Event Argument ExtractionEvent Extraction | CodeCode Available | 0 |
| Convolutional Conditional Neural Processes | Oct 29, 2019 | Inductive BiasTime Series | CodeCode Available | 0 |
| Poisson-Randomized Gamma Dynamical Systems | Oct 28, 2019 | Inductive Bias | CodeCode Available | 0 |
| Evaluating Lottery Tickets Under Distributional Shifts | Oct 28, 2019 | Inductive Bias | —Unverified | 0 |
| Reducing Domain Gap by Reducing Style Bias | Oct 25, 2019 | Domain AdaptationDomain Generalization | CodeCode Available | 0 |
| Graph Representation learning for Audio & Music genre Classification | Oct 23, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Robust Ordinal VAE: Employing Noisy Pairwise Comparisons for Disentanglement | Oct 14, 2019 | DisentanglementInductive Bias | —Unverified | 0 |
| Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network | Oct 14, 2019 | Graph Neural NetworkInductive Bias | CodeCode Available | 0 |
| R-SQAIR: Relational Sequential Attend, Infer, Repeat | Oct 11, 2019 | Inductive BiasObject | —Unverified | 0 |
| Receding Horizon Curiosity | Oct 8, 2019 | Efficient ExplorationExperimental Design | CodeCode Available | 0 |
| Beyond Vector Spaces: Compact Data Representation as Differentiable Weighted Graphs | Oct 8, 2019 | Collaborative FilteringInductive Bias | CodeCode Available | 0 |
| Making sense of sensory input | Oct 5, 2019 | Inductive BiasProgram Synthesis | CodeCode Available | 0 |
| Boosting Image Recognition with Non-differentiable Constraints | Oct 2, 2019 | BlockingInductive Bias | —Unverified | 0 |
| Generating Abstractive Summaries with Finetuned Language Models | Oct 1, 2019 | Document SummarizationInductive Bias | —Unverified | 0 |
| Student Specialization in Deep ReLU Networks With Finite Width and Input Dimension | Sep 30, 2019 | Data AugmentationInductive Bias | —Unverified | 0 |
| Symplectic ODE-Net: Learning Hamiltonian Dynamics with Control | Sep 26, 2019 | Inductive Bias | CodeCode Available | 0 |
| The Ant Swarm Neuro-Evolution Procedure for Optimizing Recurrent Networks | Sep 26, 2019 | Inductive BiasL2 Regularization | —Unverified | 0 |
| Learning Entailment-Based Sentence Embeddings from Natural Language Inference | Sep 25, 2019 | Inductive BiasNatural Language Inference | —Unverified | 0 |
| Attention over Phrases | Sep 25, 2019 | Inductive BiasSentence | —Unverified | 0 |
| Leveraging inductive bias of neural networks for learning without explicit human annotations | Sep 25, 2019 | Inductive Bias | —Unverified | 0 |
| On the implicit minimization of alternative loss functions when training deep networks | Sep 25, 2019 | Inductive Bias | —Unverified | 0 |
| Neural networks are a priori biased towards Boolean functions with low entropy | Sep 25, 2019 | Inductive Bias | —Unverified | 0 |
| Leveraging Entanglement Entropy for Deep Understanding of Attention Matrix in Text Matching | Sep 25, 2019 | Inductive BiasQuestion Answering | —Unverified | 0 |
| Global-Local Network for Learning Depth with Very Sparse Supervision | Sep 25, 2019 | Depth EstimationInductive Bias | —Unverified | 0 |
| Procedural Reasoning Networks for Understanding Multimodal Procedures | Sep 19, 2019 | Inductive BiasVisual Reasoning | —Unverified | 0 |
| Learning Interpretable Disease Self-Representations for Drug Repositioning | Sep 14, 2019 | Inductive Bias | CodeCode Available | 0 |