temporal knowledge graph

ATOM: AdapTive and OptiMized dynamic temporal knowledge graph construction using LLMs EACL 2026 ContextGraph: Lifelog Intelligence Framework for Contextual Subgraph Evolution AAAI 2026 Evolving Beyond Snapshots: Harmonizing Structure and Sequence via Entity State Tuning for Temporal Knowledge Graph Forecasting ACL 2026 FourCorners: Grounded Thai Legal Research over a Temporal Knowledge Graph ACL 2026 MAGIC: Deep Geometric Evolution with Structural Consensus for Temporal Knowledge Graph Reasoning ACL 2026 Negative-Aware Diffusion Process for Temporal Knowledge Graph Extrapolation EACL 2026 RECIPE-TKG: From Sparse History to Structured Reasoning for LLM-based Temporal Knowledge Graph Completion EACL 2026 Reinforcement Learning Enhanced Muti-hop Reasoning for Temporal Knowledge Question Answering AAAI 2026 SAR: A Structure-Aligned Reasoning Framework for Temporal Knowledge Graph Question Answering AAAI 2026 STK-Adapter: Incorporating Evolving Graph and Event Chain for Temporal Knowledge Graph Extrapolation ACL 2026 TeCES: Collaborative Geometric Knowledge Representation Framework under Evolving Fact Snapshots ACL 2026 Temporal Evidence Chain for Temporal Knowledge Graph Question Answering with Large Language Models ACL 2026 TGCA-LLM: Time-Aware Graph-Text Contrastive Alignment for Enhancing LLMs in Temporal Knowledge Graph Completion AAAI 2026 A Generative Adaptive Replay Continual Learning Model for Temporal Knowledge Graph Reasoning ACL 2025 A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs ACL 2025 AnRe: Analogical Replay for Temporal Knowledge Graph Forecasting ACL 2025 CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning COLING 2025 CognTKE: A Cognitive Temporal Knowledge Extrapolation Framework AAAI 2025 Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning ACL 2025 DLTKG: Denoising Logic-based Temporal Knowledge Graph Reasoning EMNLP 2025 DPCL-Diff：Temporal Knowledge Graph Reasoning Based on Graph Node Diffusion Model with Dual-Domain Periodic Contrastive Learning AAAI 2025 G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models ACL 2025 Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge Graphs COLING 2025 INFER: A Neural-symbolic Model For Extrapolation Reasoning on Temporal Knowledge Graph ICLR 2025 Integrating Large Language Models and Möbius Group Transformations for Temporal Knowledge Graph Embedding on the Riemann Sphere AAAI 2025