Knowledge Graphs

Achieving Multi-Hop Calculation and Safe Abstention in Financial Numerical Reasoning by Metric Graph Constrained LLMs ACL 2026 A Dynamic Self-Evolving Extraction System ACL 2026 AgentGL: Towards Agentic Graph Learning with LLMs via Reinforcement Learning ACL 2026 AgentRouter: A Knowledge-Graph-Guided LLM Router for Collaborative Multi-Agent Question Answering ACL 2026 Approximating Probabilistic Inference in Statistical EL with Knowledge Graph Embeddings UAI 2026 AutoGraph-R1: End-to-End Reinforcement Learning for Knowledge Graph Construction ACL 2026 Autonomous Knowledge Graph Exploration with Adaptive Breadth-Depth Retrieval ACL 2026 AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora ACL 2026 CareerPathKG: Knowledge Graph Integrated Framework for Career Intelligence EACL 2026 CIRAG: Construction–Integration Retrieval and Adaptive Generation for Multi-hop Question Answering ACL 2026 CITE: Benchmarking Heterogeneous Text-Attributed Graph Models ACL 2026 CoG: Controllable Graph Reasoning via Relational Blueprints and Failure-Aware Refinement over Knowledge Graphs ACL 2026 Collaboration of Fusion and Independence: Hypercomplex-driven Robust Multi-Modal Knowledge Graph Completion ACL 2026 DCTR: Dual-Constraint Subgraph Optimization for Knowledge Graph-based Retrieval-Augmented Generation AAAI 2026 Defense Against Knowledge Poisoning Attack on GraphRAG ACL 2026 EA-Agent: A Structured Multi-Step Reasoning Agent for Entity Alignment ACL 2026 EvoGraph-R1: Self-Evolving Multimodal Knowledge Hypergraphs for Agentic Retrieval CVPR 2026 Evolving Beyond Snapshots: Harmonizing Structure and Sequence via Entity State Tuning for Temporal Knowledge Graph Forecasting ACL 2026 EvoSci: A Bio-Inspired Multi-Agent Framework for the Evolution of Scientific Discovery ACL 2026 Execution as Verification: Fine-Grained Self-Correcting Reasoning for Complex KBQA ACL 2026 Extending First-Order Logic for Factual Reasoning over Knowledge Graphs ACL 2026 Fact Finder - Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs EACL 2026 Faithfulness Beyond Plausibility: Auditing Human Explanations in Educational Assessment ACL 2026 FinKario: Event-Enhanced Automated Construction of Financial Knowledge Graph ACL 2026 From Graph to Text and Back: Semantic Fidelity in Automated Industrial Knowledge Graphs ACL 2026