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 101125 of 483 papers

TitleStatusHype
Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in TransformersCode1
Medical Image Analysis using Deep Relational Learning0
Your Diffusion Model is Secretly a Zero-Shot ClassifierCode2
Enhancing Embedding Representations of Biomedical Data using Logic Knowledge0
Local Region Perception and Relationship Learning Combined with Feature Fusion for Facial Action Unit Detection0
Ultra-High-Resolution Detector Simulation with Intra-Event Aware GAN and Self-Supervised Relational ReasoningCode0
Heterogeneous Graph Contrastive Learning for RecommendationCode1
Weighted First Order Model Counting with Directed Acyclic Graph Axioms0
Principled and Efficient Motif Finding for Structure Learning of Lifted Graphical ModelsCode0
DEVICE: DEpth and VIsual ConcEpts Aware Transformer for TextCaps0
Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation TypesCode0
Knowledge-augmented Graph Neural Networks with Concept-aware Attention for Adverse Drug Event Detection0
ReVoLT: Relational Reasoning and Voronoi Local Graph Planning for Target-driven Navigation0
Look Around for Anomalies: Weakly-Supervised Anomaly Detection via Context-Motion Relational Learning0
SrTR: Self-reasoning Transformer with Visual-linguistic Knowledge for Scene Graph Generation0
IRRGN: An Implicit Relational Reasoning Graph Network for Multi-turn Response SelectionCode1
Breakpoint Transformers for Modeling and Tracking Intermediate BeliefsCode0
Learning Probabilistic Temporal Safety Properties from Examples in Relational Domains0
Lifted Inference with Linear Order Axiom0
Metric-guided Distillation: Distilling Knowledge from the Metric to Ranker and Retriever for Generative Commonsense Reasoning0
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization0
Few-shot Relational Reasoning via Connection Subgraph PretrainingCode1
Coresets for Relational Data and The ApplicationsCode0
Relational program synthesis with numerical reasoningCode1
Decoupling Mixture-of-Graphs: Unseen Relational Learning for Knowledge Graph Completion by Fusing Ontology and Textual Experts0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CTP A4 Hops0.99Unverified