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 276300 of 483 papers

TitleStatusHype
Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases0
Construction and Elicitation of a Black Box Model in the Game of Bridge0
Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question AnsweringCode1
Machine Number Sense: A Dataset of Visual Arithmetic Problems for Abstract and Relational ReasoningCode1
A Complete Characterization of Projectivity for Statistical Relational Models0
Graph-based Kinship Reasoning Network0
Learning Structured Embeddings of Knowledge Graphs with Adversarial Learning Framework0
Relational Learning between Multiple Pulmonary Nodules via Deep Set Attention Transformers0
Causal Relational Learning0
Learning Over Dirty Data Without Cleaning0
EvolveGraph: Multi-Agent Trajectory Prediction with Dynamic Relational Reasoning0
Solving Raven's Progressive Matrices with Multi-Layer Relation Networks0
Incorporating Relational Background Knowledge into Reinforcement Learning via Differentiable Inductive Logic Programming0
Deep Sets for Generalization in RL0
Deep Relational Reasoning Graph Network for Arbitrary Shape Text DetectionCode1
Evaluating Logical Generalization in Graph Neural NetworksCode1
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning0
Better Set Representations For Relational ReasoningCode1
Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective0
Symbolic Learning and Reasoning with Noisy Data for Probabilistic Anchoring0
Struct-MMSB: Mixed Membership Stochastic Blockmodels with Interpretable Structured Priors0
Social-WaGDAT: Interaction-aware Trajectory Prediction via Wasserstein Graph Double-Attention Network0
Self-Attentive Associative MemoryCode1
A Survey on Knowledge Graphs: Representation, Acquisition and ApplicationsCode2
Evaluating the Progress of Deep Learning for Visual Relational Concepts0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CTP A4 Hops0.99Unverified