graph reasoning

A Dynamic Self-Evolving Extraction System ACL 2026 CoG: Controllable Graph Reasoning via Relational Blueprints and Failure-Aware Refinement over Knowledge Graphs ACL 2026 DCTR: Dual-Constraint Subgraph Optimization for Knowledge Graph-based Retrieval-Augmented Generation AAAI 2026 DiGraphHal-Bench: Evaluating Multimodal Large Language Models on Complex Directed Graphs CVPR 2026 Evaluating LLMs on Large-Scale Graph Property Estimation via Random Walks ACL 2026 Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models ACL 2026 GraphVLM: Benchmarking Vision Language Models for Multimodal Graph Learning CVPR 2026 GROKE: Vision-Free Navigation Instruction Evaluation via Graph Reasoning on OpenStreetMap ACL 2026 MuSe: Multi-Stage Graph Reasoning via Vision-Language Models ACL 2026 View-Aware Semantic Alignment for Aerial-Ground Person Re-Identification CVPR 2026 AGRec: Adapting Autoregressive Decoders with Graph Reasoning for LLM-based Sequential Recommendation ACL 2025 Beyond the Answer: Advancing Multi-Hop QA with Fine-Grained Graph Reasoning and Evaluation ACL 2025 Can Graph Descriptive Order Affect Solving Graph Problems with LLMs? ACL 2025 Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains ACL 2025 Fact Verification on Knowledge Graph via Programmatic Graph Reasoning EMNLP 2025 GRAG: Graph Retrieval-Augmented Generation NAACL 2025 GraphEval36K: Benchmarking Coding and Reasoning Capabilities of Large Language Models on Graph Datasets NAACL 2025 MaGiX: A Multi-Granular Adaptive Graph Intelligence Framework for Enhancing Cross-Lingual RAG EMNLP 2025 ReGraphRAG: Reorganizing Fragmented Knowledge Graphs for Multi-Perspective Retrieval-Augmented Generation EMNLP 2025 SAM-Aware Graph Prompt Reasoning Network for Cross-Domain Few-Shot Segmentation AAAI 2025 The Role of Exploration Modules in Small Language Models for Knowledge Graph Question Answering ACL 2025 Zero-shot Graph Reasoning via Retrieval Augmented Framework with LLMs EMNLP 2025 Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation ACL 2024 Can LLM Graph Reasoning Generalize beyond Pattern Memorization? EMNLP 2024 GITA: Graph to Visual and Textual Integration for Vision-Language Graph Reasoning NeurIPS 2024