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relational reasoning

114 papers

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graph neural network (23) visual reasoning (10) knowledge graph (8) neural network (8) attention mechanism (8) representation learning (8) multimodal learning (7) question answering (7) visual question answering (7) scene understanding (6)

Papers

Beyond Timestamps: Bridging Forward and Backward Reasoning in Temporal Numerical and Relational Understanding ACL 2026 CogEvolve: A Multimodal Benchmark for Evaluating Relational Reasoning in Semantic Extension ACL 2026 Descrip3D: Enhancing Large Language Model-based 3D Scene Understanding with Object-Level Text Descriptions WACV 2026 Graph Query Networks for Object Detection with Automotive Radar WACV 2026 RECIPE-TKG: From Sparse History to Structured Reasoning for LLM-based Temporal Knowledge Graph Completion EACL 2026 ReLaGS: Relational Language Gaussian Splatting CVPR 2026 SceneProp: Combining Neural Network and Markov Random Field for Scene-Graph Grounding WACV 2026 TRN-R1-Zero: Text-rich Network Reasoning via LLMs with Reinforcement Learning Only ACL 2026 VKG-QA: Visual Knowledge Graph-based Question Answer for Large Multimodal Models CVPR 2026 Associative Transformer CVPR 2025 CIVET: Systematic Evaluation of Understanding in VLMs EMNLP 2025 Disentangling and Integrating Relational and Sensory Information in Transformer Architectures ICML 2025 Do large language models solve verbal analogies like children do? CoNLL 2025 Explicit Relational Reasoning Network for Scene Text Detection AAAI 2025 How Do Large Language Models Perform in Dynamical System Modeling NAACL 2025 Joint Enhancement of Relational Reasoning for Long-Context LLMs EMNLP 2025 LLM-Guided Semantic Relational Reasoning for Multimodal Intent Recognition EMNLP 2025 MLPs Learn In-Context on Regression and Classification Tasks ICLR 2025 OCRT: Boosting Foundation Models in the Open World with Object-Concept-Relation Triad CVPR 2025 R²-CoD: Understanding Text-Graph Complementarity in Relational Reasoning via Knowledge Co-Distillation IJCNLP 2025 ReCogLab: a framework testing relational reasoning & cognitive hypotheses on LLMs ICLR 2025 RelEdit: Evaluating Conceptual Knowledge Editing in Language Models via Relational Reasoning ACL 2025 SOLD: Slot Object-Centric Latent Dynamics Models for Relational Manipulation Learning from Pixels ICML 2025 Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in Transformers ICLR 2024 A Framework for Inference Inspired by Human Memory Mechanisms ICLR 2024