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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 483 papers

TitleStatusHype
Video Dialog as Conversation about Objects Living in Space-TimeCode1
Beyond Graph Neural Networks with Lifted Relational Neural NetworksCode1
Fusing Context Into Knowledge Graph for Commonsense Question AnsweringCode1
ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive LearningCode1
3D Interaction Geometric Pre-training for Molecular Relational LearningCode1
Cross-Modal Causal Relational Reasoning for Event-Level Visual Question AnsweringCode1
DualVGR: A Dual-Visual Graph Reasoning Unit for Video Question AnsweringCode1
CORE-Text: Improving Scene Text Detection with Contrastive Relational ReasoningCode1
Evaluating Logical Generalization in Graph Neural NetworksCode1
Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph CompletionCode1
Redundancy-Free Self-Supervised Relational Learning for Graph ClusteringCode1
Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in TransformersCode1
EarthVQA: Towards Queryable Earth via Relational Reasoning-Based Remote Sensing Visual Question AnsweringCode1
Dynamic-Group-Aware Networks for Multi-Agent Trajectory Prediction with Relational ReasoningCode1
Enhancing the Utility of Higher-Order Information in Relational LearningCode1
CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from TextCode1
Fast Graph Representation Learning with PyTorch GeometricCode1
Graph-Based Social Relation ReasoningCode1
Generative 3D Part Assembly via Dynamic Graph LearningCode1
Generative Adversarial Zero-Shot Relational Learning for Knowledge GraphsCode1
GraphLog: A Benchmark for Measuring Logical Generalization in Graph Neural NetworksCode1
GroupNet: Multiscale Hypergraph Neural Networks for Trajectory Prediction with Relational ReasoningCode1
Compensating Supervision Incompleteness with Prior Knowledge in Semantic Image InterpretationCode1
Inductive Relation Prediction by BERTCode1
Logic Tensor NetworksCode1
COMPOSER: Compositional Reasoning of Group Activity in Videos with Keypoint-Only ModalityCode1
Deep Relational Reasoning Graph Network for Arbitrary Shape Text DetectionCode1
Learning from Protein Structure with Geometric Vector PerceptronsCode1
LowFER: Low-rank Bilinear Pooling for Link PredictionCode1
Machine Number Sense: A Dataset of Visual Arithmetic Problems for Abstract and Relational ReasoningCode1
Computer-aided Tuberculosis Diagnosis with Attribute Reasoning AssistanceCode1
Self-Supervised Time Series Representation Learning by Inter-Intra Relational ReasoningCode1
Character-based recurrent neural networks for morphological relational reasoning—0
Chain of Reasoning for Visual Question Answering—0
Application of Statistical Relational Learning to Hybrid Recommendation Systems—0
Causal Relational Learning—0
Broadcasting Convolutional Network for Visual Relational Reasoning—0
Active Learning of Strict Partial Orders: A Case Study on Concept Prerequisite Relations—0
A Critical Review of Inductive Logic Programming Techniques for Explainable AI—0
A Statistical Relational Approach to Learning Distance-based GCNs—0
A Novel Neural-symbolic System under Statistical Relational Learning—0
Does Entity Abstraction Help Generative Transformers Reason?—0
Boosting Neural Language Inference via Cascaded Interactive Reasoning—0
A Multi-Task Perspective for Link Prediction with New Relation Types and Nodes—0
Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation—0
Domain-Liftability of Relational Marginal Polytopes—0
Boosting gets full Attention for Relational Learning—0
LogiPlan: A Structured Benchmark for Logical Planning and Relational Reasoning in LLMs—0
MIRAGE: A Multi-modal Benchmark for Spatial Perception, Reasoning, and Intelligence—0
Benchmarking Systematic Relational Reasoning with Large Language and Reasoning Models—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CTP A4 Hops0.99—Unverified