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 1–25 of 483 papers

TitleStatusHype
FreeQ-Graph: Free-form Querying with Semantic Consistent Scene Graph for 3D Scene Understanding—0
LogiPlan: A Structured Benchmark for Logical Planning and Relational Reasoning in LLMs—0
Differentially Private Relational Learning with Entity-level Privacy GuaranteesCode0
Relational reasoning and inductive bias in transformers trained on a transitive inference task—0
ModuLM: Enabling Modular and Multimodal Molecular Relational Learning with Large Language Models—0
Visual Abstract Thinking Empowers Multimodal ReasoningCode1
Bridging Generative and Discriminative Learning: Few-Shot Relation Extraction via Two-Stage Knowledge-Guided Pre-trainingCode0
MIRAGE: A Multi-modal Benchmark for Spatial Perception, Reasoning, and Intelligence—0
Arbitrarily Applicable Same/Opposite Relational Responding with NARS—0
Boosting Neural Language Inference via Cascaded Interactive Reasoning—0
AS3D: 2D-Assisted Cross-Modal Understanding with Semantic-Spatial Scene Graphs for 3D Visual GroundingCode0
ReGraP-LLaVA: Reasoning enabled Graph-based Personalized Large Language and Vision AssistantCode0
VTS-LLM: Domain-Adaptive LLM Agent for Enhancing Awareness in Vessel Traffic Services through Natural LanguageCode0
TGraphX: Tensor-Aware Graph Neural Network for Multi-Dimensional Feature LearningCode0
Benchmarking Systematic Relational Reasoning with Large Language and Reasoning Models—0
Graph-to-Vision: Multi-graph Understanding and Reasoning using Vision-Language Models—0
OCRT: Boosting Foundation Models in the Open World with Object-Concept-Relation TriadCode0
V-STaR: Benchmarking Video-LLMs on Video Spatio-Temporal Reasoning—0
Generalization of CNNs on Relational Reasoning with Bar ChartsCode0
Unraveling the geometry of visual relational reasoningCode0
Enhancing the Utility of Higher-Order Information in Relational LearningCode1
Representational Alignment with Chemical Induced Fit for Molecular Relational Learning—0
Graph-Aware Isomorphic Attention for Adaptive Dynamics in TransformersCode2
Reasoning-Oriented and Analogy-Based Methods for Locating and Editing in Zero-Shot Event-Relational Reasoning—0
Path-of-Thoughts: Extracting and Following Paths for Robust Relational Reasoning with Large Language Models—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CTP A4 Hops0.99—Unverified