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 201250 of 483 papers

TitleStatusHype
Deep Inductive Logic Reasoning for Multi-Hop Reading Comprehension0
Optimal quadratic binding for relational reasoning in vector symbolic neural architecturesCode0
Relational Reasoning Over Spatial-Temporal Graphs for Video Summarization0
Spatio-Temporal Dynamic Graph Relation Learning for Urban Metro Flow Prediction0
MGRR-Net: Multi-level Graph Relational Reasoning Network for Facial Action Units Detection0
MoReL: Multi-omics Relational Learning0
Important Object Identification with Semi-Supervised Learning for Autonomous Driving0
Probabilities of the Third Type: Statistical Relational Learning and Reasoning with Relative Frequencies0
Learning to Coarsen Graphs with Graph Neural Networks0
Does Entity Abstraction Help Generative Transformers Reason?0
A Critical Review of Inductive Logic Programming Techniques for Explainable AI0
Graph Collaborative Reasoning0
Concept Representation Learning with Contrastive Self-Supervised Learning0
Variational Deep Logic Network for Joint Inference of Entities and Relations0
Joint Modeling of Visual Objects and Relations for Scene Graph Generation0
ORCHARD: A Benchmark For Measuring Systematic Generalization of Multi-Hierarchical ReasoningCode0
StrokeNet: Stroke Assisted and Hierarchical Graph Reasoning Networks0
Representing Prior Knowledge Using Randomly, Weighted Feature Networks for Visual Relationship DetectionCode0
Mixture-of-Graphs: Zero-shot Relational Learning for Knowledge Graph by Fusing Ontology and Textual Experts0
A Probit Tensor Factorization Model For Relational Learning0
HR-RCNN: Hierarchical Relational Reasoning for Object Detection0
Pre and Post Counting for Scalable Statistical-Relational Model Discovery0
Relational Neural Markov Random Fields0
Propagation on Multi-relational Graphs for Node RegressionCode0
Recent Advances in Heterogeneous Relation Learning for Recommendation0
An Insect-Inspired Randomly, Weighted Neural Network with Random Fourier Features For Neuro-Symbolic Relational LearningCode0
Identifying Morality Frames in Political Tweets using Relational LearningCode0
Reasoning Graph Networks for Kinship Verification: from Star-shaped to Hierarchical0
Desk Organization: Effect of Multimodal Inputs on Spatial Relational Learning0
Learning to Solve NLP Tasks in an Incremental Number of Languages0
Probing Cross-Modal Representations in Multi-Step Relational ReasoningCode0
Multi-Scale Progressive Attention Network for Video Question Answering0
Constellation: Learning relational abstractions over objects for compositional imagination0
A More Compact Object Detector Head Network with Feature Enhancement and Relational Reasoning0
Hierarchical Video Prediction Using Relational Layouts for Human-Object Interactions0
Spatially Invariant Unsupervised 3D Object-Centric Learning and Scene Decomposition0
Relational Reasoning Networks0
Jointly Extracting Explicit and Implicit Relational Triples with Reasoning Pattern Enhanced Binary Pointer Network0
Analysis of Nuanced Stances and Sentiment Towards Entities of US Politicians through the Lens of Moral Foundation Theory0
Complementary Structure-Learning Neural Networks for Relational ReasoningCode0
Imagine, Reason and Write: Visual Storytelling with Graph Knowledge and Relational Reasoning0
Agent-Centric Representations for Multi-Agent Reinforcement Learning0
Object-Centric Representation Learning for Video Question Answering0
Unified Graph Structured Models for Video Understanding0
Graph-based Facial Affect Analysis: A Review0
Automatic Generation of Contrast Sets from Scene Graphs: Probing the Compositional Consistency of GQACode0
A Relational-learning Perspective to Multi-label Chest X-ray Classification0
A Universal Model for Cross Modality Mapping by Relational Reasoning0
Spatio-Temporal Graph Dual-Attention Network for Multi-Agent Prediction and Tracking0
A Statistical Relational Approach to Learning Distance-based GCNs0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CTP A4 Hops0.99Unverified