Learning Over Dirty Data Without Cleaning Apr 5, 2020 Relational Reasoning
— Unverified 0EvolveGraph: Multi-Agent Trajectory Prediction with Dynamic Relational Reasoning Mar 31, 2020 Autonomous Driving Autonomous Vehicles
— Unverified 0Solving Raven's Progressive Matrices with Multi-Layer Relation Networks Mar 25, 2020 Relation Relational Reasoning
— Unverified 0Incorporating Relational Background Knowledge into Reinforcement Learning via Differentiable Inductive Logic Programming Mar 23, 2020 Deep Reinforcement Learning Inductive logic programming
— Unverified 0Deep Sets for Generalization in RL Mar 20, 2020 Navigate Object
— Unverified 0Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning Mar 12, 2020 Graph Neural Network Knowledge Graphs
— Unverified 0Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective Feb 29, 2020 Combinatorial Optimization Relational Reasoning
— Unverified 0Symbolic Learning and Reasoning with Noisy Data for Probabilistic Anchoring Feb 24, 2020 Object Relational Reasoning
— Unverified 0Struct-MMSB: Mixed Membership Stochastic Blockmodels with Interpretable Structured Priors Feb 21, 2020 Community Detection Probabilistic Programming
— Unverified 0Social-WaGDAT: Interaction-aware Trajectory Prediction via Wasserstein Graph Double-Attention Network Feb 14, 2020 Autonomous Vehicles Navigate
— Unverified 0Evaluating the Progress of Deep Learning for Visual Relational Concepts Jan 29, 2020 Classification Deep Learning
— Unverified 0Estimating Aggregate Properties In Relational Networks With Unobserved Data Jan 16, 2020 Relational Reasoning
— Unverified 0Domain-Liftability of Relational Marginal Polytopes Jan 15, 2020 Relational Reasoning
— Unverified 0A logic-based relational learning approach to relation extraction: The OntoILPER system Jan 13, 2020 Attribute Inductive logic programming
— Unverified 0A Preliminary Approach for Learning Relational Policies for the Management of Critically Ill Children Jan 13, 2020 Management Relational Reasoning
— Unverified 0Facial Action Unit Detection via Adaptive Attention and Relation Jan 5, 2020 Action Unit Detection Facial Action Unit Detection
— Unverified 0User Profiling Using Hinge-loss Markov Random Fields Jan 5, 2020 Relational Reasoning
— Unverified 0Improving End-to-End Object Tracking Using Relational Reasoning Jan 1, 2020 Multi-Object Tracking Object
— Unverified 0Knowledge Graph Embedding via Graph Attenuated Attention Networks Dec 31, 2019 Graph Embedding Knowledge Base Completion
— Unverified 0Relational Mimic for Visual Adversarial Imitation Learning Dec 18, 2019 Imitation Learning Reinforcement Learning
— Unverified 0Towards Omni-Supervised Face Alignment for Large Scale Unlabeled Videos Dec 16, 2019 Face Alignment Relational Reasoning
— Unverified 0SAG-VAE: End-to-end Joint Inference of Data Representations and Feature Relations Nov 27, 2019 Image Reconstruction Inductive Bias
— Unverified 0Transfer Learning in Visual and Relational Reasoning Nov 27, 2019 Question Answering Relational Reasoning
— Unverified 0SCR-Graph: Spatial-Causal Relationships based Graph Reasoning Network for Human Action Prediction Nov 22, 2019 Autonomous Driving Graph Attention
— Unverified 0Attention on Abstract Visual Reasoning Nov 14, 2019 Program induction Relation
— Unverified 0CommonGen: A Constrained Text Generation Challenge for Generative Commonsense Reasoning Nov 9, 2019 Common Sense Reasoning Question Answering
Code Code Available 0Interaction Relational Network for Mutual Action Recognition Oct 11, 2019 Action Recognition Human Interaction Recognition
Code Code Available 0TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction Oct 1, 2019 Decoder Entity Embeddings
— Unverified 0Relational Learning for Joint Head and Human Detection Sep 24, 2019 Head Detection Human Detection
Code Code Available 0Deep Message Passing on Sets Sep 21, 2019 Denoising Relational Reasoning
— Unverified 0RuDaS: Synthetic Datasets for Rule Learning and Evaluation Tools Sep 16, 2019 Inductive knowledge graph completion Inductive logic programming
Code Code Available 0PARN: Position-Aware Relation Networks for Few-Shot Learning Sep 10, 2019 Few-Shot Learning Position
Code Code Available 0Relationships from Entity Stream Sep 7, 2019 Relational Reasoning Relation Network
Code Code Available 0Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs Sep 4, 2019 Knowledge Graphs Link Prediction
Code Code Available 0The Impact of Semantic Linguistic Features in Relation Extraction: A Logical Relational Learning Approach Sep 1, 2019 Relation Relational Reasoning
— Unverified 0Hyperlink Regression via Bregman Divergence Jul 22, 2019 Graph Embedding Link Prediction
— Unverified 0Improving Skip-Gram based Graph Embeddings via Centrality-Weighted Sampling Jul 20, 2019 Graph Embedding Network Embedding
— Unverified 0Relation Network for Multi-label Aerial Image Classification Jul 16, 2019 Classification General Classification
Code Code Available 0End-to-end Recurrent Multi-Object Tracking and Trajectory Prediction with Relational Reasoning Jul 12, 2019 Autonomous Vehicles Multi-Object Tracking
— Unverified 0Collaborative Metric Learning with Memory Network for Multi-Relational Recommender Systems Jun 24, 2019 Diversity Metric Learning
— Unverified 0Cognitive Knowledge Graph Reasoning for One-shot Relational Learning Jun 13, 2019 Knowledge Graphs Relational Reasoning
Code Code Available 0WikiDataSets: Standardized sub-graphs from Wikidata Jun 11, 2019 Relational Reasoning
Code Code Available 0Relational Reasoning using Prior Knowledge for Visual Captioning Jun 4, 2019 Image Captioning object-detection
— Unverified 0Composition of Sentence Embeddings: Lessons from Statistical Relational Learning Jun 1, 2019 Natural Language Inference Prediction
— Unverified 0Adaptive Convolution for Multi-Relational Learning Jun 1, 2019 Link Prediction Relation
— Unverified 0Structural Relational Reasoning of Point Clouds Jun 1, 2019 3D Part Segmentation 3D Point Cloud Classification
— Unverified 0Neural Markov Logic Networks May 31, 2019 Knowledge Base Completion Relational Reasoning
— Unverified 0MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs May 25, 2019 Knowledge Graphs Link Prediction
Code Code Available 0An Explicitly Relational Neural Network Architecture May 24, 2019 Relational Reasoning
Code Code Available 0Neural-Symbolic Argumentation Mining: an Argument in Favor of Deep Learning and Reasoning May 22, 2019 Argument Mining Component Classification
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