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

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Showing 1–50 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
Explicit Relational Reasoning Network for Scene Text Detection—0
Benchmarking and Understanding Compositional Relational Reasoning of LLMsCode0
3D Interaction Geometric Pre-training for Molecular Relational LearningCode1
Text-Guided Coarse-to-Fine Fusion Network for Robust Remote Sensing Visual Question Answering—0
Financial Risk Assessment via Long-term Payment Behavior Sequence Folding—0
Visual-Linguistic Agent: Towards Collaborative Contextual Object Reasoning—0
RESOLVE: Relational Reasoning with Symbolic and Object-Level Features Using Vector Symbolic ProcessingCode0
Post-Hoc Robustness Enhancement in Graph Neural Networks with Conditional Random Fields—0
Two pathways to resolve relational inconsistencies—0
FlexMol: A Flexible Toolkit for Benchmarking Molecular Relational LearningCode0
SOLD: Slot Object-Centric Latent Dynamics Models for Relational Manipulation Learning from Pixels—0
Privately Learning from Graphs with Applications in Fine-tuning Large Language ModelsCode0
Temporal Relational Reasoning of Large Language Models for Detecting Stock Portfolio Crashes—0
Shifting the Human-AI Relationship: Toward a Dynamic Relational Learning-Partner Model—0
Inferring Scientific Cross-Document Coreference and Hierarchy with Definition-Augmented Relational ReasoningCode0
Hypergraph-based Motion Generation with Multi-modal Interaction Relational Reasoning—0
Spatiotemporal Covariance Neural NetworksCode0
Enhancing Large Language Models with Domain-Specific Knowledge: The Case in Topological Materials—0
A Modern Take on Visual Relationship Reasoning for Grasp Planning—0
Genesis: Towards the Automation of Systems Biology Research—0
Battery GraphNets : Relational Learning for Lithium-ion Batteries(LiBs) Life Estimation—0
Beyond the Doors of Perception: Vision Transformers Represent Relations Between ObjectsCode0
Behavior-Inspired Neural Networks for Relational Inference—0
Self-supervised Multi-actor Social Activity Understanding in Streaming Videos—0
Few-shot Knowledge Graph Relational Reasoning via Subgraph AdaptationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CTP A4 Hops0.99—Unverified