knowledge graph reasoning

DeepProofLog: Efficient Proving in Deep Stochastic Logic Programs AAAI 2026 Enhancing Logical Expressiveness in Graph Neural Networks via Path-Neighbor Aggregation AAAI 2026 GraphOracle: Efficient Fully-Inductive Knowledge Graph Reasoning via Relation-Dependency Graphs AAAI 2026 LogosKG: Hardware-Optimized Scalable and Interpretable Knowledge Graph Retrieval ACL 2026 MAGIC: Deep Geometric Evolution with Structural Consensus for Temporal Knowledge Graph Reasoning ACL 2026 PathMind: A Retrieve-Prioritize-Reason Framework for Knowledge Graph Reasoning with Large Language Models AAAI 2026 SCAIR: Schema-Conditioned Agentic Iterative Reasoning for Enterprise Knowledge Graphs ACL 2026 SPARKLE: A Structured and Plug-and-play Agentic Retrieval Policy for Adaptive RAG Models ACL 2026 A Generative Adaptive Replay Continual Learning Model for Temporal Knowledge Graph Reasoning ACL 2025 A Knowledge Graph Reasoning-Based Model for Computerized Adaptive Testing COLING 2025 A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs ACL 2025 Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning ACL 2025 CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning COLING 2025 Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning ACL 2025 DLTKG: Denoising Logic-based Temporal Knowledge Graph Reasoning EMNLP 2025 Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge Graphs COLING 2025 Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning ACL 2025 Mixture of Length and Pruning Experts for Knowledge Graphs Reasoning EMNLP 2025 ReKG-MCTS: Reinforcing LLM Reasoning on Knowledge Graphs via Training-Free Monte Carlo Tree Search ACL 2025 Relation Logical Reasoning and Relation-aware Entity Encoding for Temporal Knowledge Graph Reasoning COLING 2025 Rule-Guided Graph Neural Networks for Explainable Knowledge Graph Reasoning AAAI 2025 SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation EMNLP 2025 Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration AAAI 2025 A New Pipeline for Knowledge Graph Reasoning Enhanced by Large Language Models Without Fine-Tuning EMNLP 2024 CNEQ: Incorporating numbers into Knowledge Graph Reasoning EMNLP 2024