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 351375 of 483 papers

TitleStatusHype
Cluster Flow: how a hierarchical clustering layer make allows deep-NNs more resilient to hacking, more human-like and easily implements relational reasoning0
Clustering-Based Relational Unsupervised Representation Learning with an Explicit Distributed Representation0
Collaborative Adversarial Learning for RelationalLearning on Multiple Bipartite Graphs0
Collaborative Metric Learning with Memory Network for Multi-Relational Recommender Systems0
CommonsenseVIS: Visualizing and Understanding Commonsense Reasoning Capabilities of Natural Language Models0
Compositional Learning of Embeddings for Relation Paths in Knowledge Base and Text0
Composition of Sentence Embeddings: Lessons from Statistical Relational Learning0
Composition of Sentence Embeddings:Lessons from Statistical Relational Learning0
Computing Marginal Distributions over Continuous Markov Networks for Statistical Relational Learning0
Concept Representation Learning with Contrastive Self-Supervised Learning0
Conditional Hybrid GAN for Sequence Generation0
Constellation: Learning relational abstractions over objects for compositional imagination0
Construction and Elicitation of a Black Box Model in the Game of Bridge0
Content+Context=Classification: Examining the Roles of Social Interactions and Linguist Content in Twitter User Classification0
Context Aware Group Activity Recognition0
Continual Reasoning: Non-Monotonic Reasoning in Neurosymbolic AI using Continual Learning0
Contrastive Feature Induction for Efficient Structure Learning of Conditional Random Fields0
ConvKN at SemEval-2016 Task 3: Answer and Question Selection for Question Answering on Arabic and English Fora0
Cross Chest Graph for Disease Diagnosis with Structural Relational Reasoning0
Cross-Graph Learning of Multi-Relational Associations0
Decoupling Mixture-of-Graphs: Unseen Relational Learning for Knowledge Graph Completion by Fusing Ontology and Textual Experts0
Deep Generative Models for Ultra-High Granularity Particle Physics Detector Simulation: A Voyage From Emulation to Extrapolation0
Deep Inductive Logic Reasoning for Multi-Hop Reading Comprehension0
Deep Learning for Ontology Reasoning0
Deep reinforcement learning with relational inductive biases0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CTP A4 Hops0.99Unverified