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 351400 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
Deep Semantic Abstractions of Everyday Human Activities: On Commonsense Representations of Human Interactions0
Deep Sets for Generalization in RL0
Demystifying Relational Latent Representations0
Desk Organization: Effect of Multimodal Inputs on Spatial Relational Learning0
DEVICE: DEpth and VIsual ConcEpts Aware Transformer for TextCaps0
Differentiable Parsing and Visual Grounding of Natural Language Instructions for Object Placement0
Dilated DenseNets for Relational Reasoning0
Discriminative Gaifman Models0
Distilling Structured Knowledge for Text-Based Relational Reasoning0
Distributed Associative Memory Network with Association Reinforcing Loss0
Does Entity Abstraction Help Generative Transformers Reason?0
Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation0
Domain-Liftability of Relational Marginal Polytopes0
Effective Learning of Probabilistic Models for Clinical Predictions from Longitudinal Data0
Efficient Coarse-to-Fine Non-Local Module for the Detection of Small Objects0
Efficient Inference and Learning in a Large Knowledge Base: Reasoning with Extracted Information using a Locally Groundable First-Order Probabilistic Logic0
Efficient Relational Learning with Hidden Variable Detection0
End-to-end Recurrent Multi-Object Tracking and Trajectory Prediction with Relational Reasoning0
Enhancing Embedding Representations of Biomedical Data using Logic Knowledge0
Ensemble Relational Learning based on Selective Propositionalization0
Estimating Aggregate Properties In Relational Networks With Unobserved Data0
Evaluating the Progress of Deep Learning for Visual Relational Concepts0
EvolveGraph: Multi-Agent Trajectory Prediction with Dynamic Relational Reasoning0
EvolveHypergraph: Group-Aware Dynamic Relational Reasoning for Trajectory Prediction0
Explicit Relational Reasoning Network for Scene Text Detection0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CTP A4 Hops0.99Unverified