SOTAVerified

Relational Reasoning

The goal of Relational Reasoning is to figure out the relationships among different entities, such as image pixels, words or sentences, human skeletons or interactive moving agents.

Source: Social-WaGDAT: Interaction-aware Trajectory Prediction via Wasserstein Graph Double-Attention Network

Papers

Showing 151200 of 483 papers

TitleStatusHype
Meta Relational Learning for Few-Shot Link Prediction in Knowledge GraphsCode0
Adversarial Sets for Regularising Neural Link PredictorsCode0
Few-shot Knowledge Graph Relational Reasoning via Subgraph AdaptationCode0
CommonGen: A Constrained Text Generation Challenge for Generative Commonsense ReasoningCode0
Mandolin: A Knowledge Discovery Framework for the Web of DataCode0
A Comparative Study of Distributional and Symbolic Paradigms for Relational LearningCode0
Column Networks for Collective ClassificationCode0
MUREL: Multimodal Relational Reasoning for Visual Question AnsweringCode0
Lifted Relational Neural NetworksCode0
Leveraging Relational Information for Learning Weakly Disentangled RepresentationsCode0
Lifted Inference beyond First-Order LogicCode0
LightPath: Lightweight and Scalable Path Representation LearningCode0
Explaining Local, Global, And Higher-Order Interactions In Deep LearningCode0
Graph-Based Global Reasoning NetworksCode0
Cognitive Knowledge Graph Reasoning for One-shot Relational LearningCode0
Graph Based Relational Features for Collective ClassificationCode0
Learning the meanings of function words from grounded language using a visual question answering modelCode0
Knowledge Graph Completion via Complex Tensor FactorizationCode0
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge GraphsCode0
Language-Conditioned Graph Networks for Relational ReasoningCode0
Inferring Scientific Cross-Document Coreference and Hierarchy with Definition-Augmented Relational ReasoningCode0
Propagation on Multi-relational Graphs for Node RegressionCode0
Interaction Relational Network for Mutual Action RecognitionCode0
Generalization of CNNs on Relational Reasoning with Bar ChartsCode0
Interpretable preference learning: a game theoretic framework for large margin on-line feature and rule learningCode0
Large Class Separation is not what you need for Relational Reasoning-based OOD DetectionCode0
Logic Tensor Networks for Semantic Image InterpretationCode0
One-Shot Relational Learning for Knowledge GraphsCode0
Scalable Label Propagation for Multi-relational Learning on the Tensor Product of GraphsCode0
Efficient Inference and Learning in a Large Knowledge Base: Reasoning with Extracted Information using a Locally Groundable First-Order Probabilistic Logic0
Efficient Coarse-to-Fine Non-Local Module for the Detection of Small Objects0
Character-based recurrent neural networks for morphological relational reasoning0
Effective Learning of Probabilistic Models for Clinical Predictions from Longitudinal Data0
Chain of Reasoning for Visual Question Answering0
Application of Statistical Relational Learning to Hybrid Recommendation Systems0
Causal Relational Learning0
Domain-Liftability of Relational Marginal Polytopes0
Broadcasting Convolutional Network for Visual Relational Reasoning0
Active Learning of Strict Partial Orders: A Case Study on Concept Prerequisite Relations0
Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation0
Does Entity Abstraction Help Generative Transformers Reason?0
A Statistical Relational Approach to Learning Distance-based GCNs0
Distributed Associative Memory Network with Association Reinforcing Loss0
A Novel Neural-symbolic System under Statistical Relational Learning0
Distilling Structured Knowledge for Text-Based Relational Reasoning0
Discriminative Gaifman Models0
Dilated DenseNets for Relational Reasoning0
Boosting Neural Language Inference via Cascaded Interactive Reasoning0
A Multi-Task Perspective for Link Prediction with New Relation Types and Nodes0
A Critical Review of Inductive Logic Programming Techniques for Explainable AI0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CTP A4 Hops0.99Unverified