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
Knowledge Graph Embedding via Graph Attenuated Attention Networks0
Conditional Hybrid GAN for Sequence Generation0
Graph Networks with Spectral Message Passing0
A logic-based relational learning approach to relation extraction: The OntoILPER system0
Graph Convolutional Networks from the Perspective of Sheaves and the Neural Tangent Kernel0
Concept Representation Learning with Contrastive Self-Supervised Learning0
A Study of Compositional Generalization in Neural Models0
kLogNLP: Graph Kernel--based Relational Learning of Natural Language0
Deep Message Passing on Sets0
Graph-based Kinship Reasoning Network0
A Statistical Relational Learning Approach to Identifying Evidence Based Medicine Categories0
KeLP at SemEval-2017 Task 3: Learning Pairwise Patterns in Community Question Answering0
Graph-based Facial Affect Analysis: A Review0
Composition of Sentence Embeddings:Lessons from Statistical Relational Learning0
Graph-Based Knowledge Integration for Question Answering over Dialogue0
Computing Marginal Distributions over Continuous Markov Networks for Statistical Relational Learning0
Composition of Sentence Embeddings: Lessons from Statistical Relational Learning0
Graph Collaborative Reasoning0
A Learning Algorithm for Relational Logistic Regression: Preliminary Results0
Abstraction and Relational learning0
kLog: A Language for Logical and Relational Learning with Kernels0
Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective0
Constellation: Learning relational abstractions over objects for compositional imagination0
Graph-to-Vision: Multi-graph Understanding and Reasoning using Vision-Language Models0
Knowledge-augmented Graph Neural Networks with Concept-aware Attention for Adverse Drug Event Detection0
Learning Generative Models across Incomparable Spaces0
Geometric Relational Embeddings: A Survey0
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning0
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion0
Hierarchical Video Prediction Using Relational Layouts for Human-Object Interactions0
Higher-order Relational Reasoning for Pedestrian Trajectory Prediction0
Continual Reasoning: Non-Monotonic Reasoning in Neurosymbolic AI using Continual Learning0
How to construct a multi-lingual domain ontology0
HR-RCNN: Hierarchical Relational Reasoning for Object Detection0
Hybrid SRL with Optimization Modulo Theories0
Hyperbolic Manifold Regression0
Genesis: Towards the Automation of Systems Biology Research0
Hyperlink Regression via Bregman Divergence0
Compositional Learning of Embeddings for Relation Paths in Knowledge Base and Text0
Imagine, Reason and Write: Visual Storytelling with Graph Knowledge and Relational Reasoning0
Important Object Identification with Semi-Supervised Learning for Autonomous Driving0
Improving Composition of Sentence Embeddings through the Lens of Statistical Relational Learning0
Improving End-to-End Object Tracking Using Relational Reasoning0
Improving Generalization for Abstract Reasoning Tasks Using Disentangled Feature Representations0
Agent-Centric Representations for Multi-Agent Reinforcement Learning0
Improving Scene Graph Classification by Exploiting Knowledge from Texts0
Two pathways to resolve relational inconsistencies0
Incorporating Relational Background Knowledge into Reinforcement Learning via Differentiable Inductive Logic Programming0
Extrapolatable Relational Reasoning With Comparators in Low-Dimensional Manifolds0
FreeQ-Graph: Free-form Querying with Semantic Consistent Scene Graph for 3D Scene Understanding0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CTP A4 Hops0.99Unverified