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A survey on temporal knowledge graph completion: Taxonomy, progress, and prospects
Temporal characteristics are prominently evident in a substantial volume of knowledge,
which underscores the pivotal role of Temporal Knowledge Graphs (TKGs) in both academia …
which underscores the pivotal role of Temporal Knowledge Graphs (TKGs) in both academia …
A survey of knowledge graph reasoning on graph types: Static, dynamic, and multi-modal
K Liang, L Meng, M Liu, Y Liu, W Tu… - … on Pattern Analysis …, 2024 - ieeexplore.ieee.org
Knowledge graph reasoning (KGR), aiming to deduce new facts from existing facts based on
mined logic rules underlying knowledge graphs (KGs), has become a fast-growing research …
mined logic rules underlying knowledge graphs (KGs), has become a fast-growing research …
A review of graph neural networks and pretrained language models for knowledge graph reasoning
J Ma, B Liu, K Li, C Li, F Zhang, X Luo, Y Qiao - Neurocomputing, 2024 - Elsevier
Abstract Knowledge Graph (KG) stores human knowledge facts in an intuitive graphical
structure but faces challenges such as incomplete construction or inability to handle new …
structure but faces challenges such as incomplete construction or inability to handle new …
RETIA: relation-entity twin-interact aggregation for temporal knowledge graph extrapolation
Temporal knowledge graph (TKG) extrapolation aims to predict future unknown events
(facts) based on historical information, and has attracted considerable attention due to its …
(facts) based on historical information, and has attracted considerable attention due to its …
DREAM: Adaptive reinforcement learning based on attention mechanism for temporal knowledge graph reasoning
Temporal knowledge graphs (TKGs) model the temporal evolution of events and have
recently attracted increasing attention. Since TKGs are intrinsically incomplete, it is …
recently attracted increasing attention. Since TKGs are intrinsically incomplete, it is …
CDRGN-SDE: Cross-dimensional recurrent graph network with neural stochastic differential equation for temporal knowledge graph embedding
D Zhang, W Feng, Z Wu, G Li, B Ning - Expert Systems with Applications, 2024 - Elsevier
The temporal knowledge graph builds upon the static knowledge graph by introducing the
time dimension and finds extensive applications in real artificial intelligence scenarios …
time dimension and finds extensive applications in real artificial intelligence scenarios …
Learning joint structural and temporal contextualized knowledge embeddings for temporal knowledge graph completion
Temporal knowledge graph completion that predicts missing links for incomplete temporal
knowledge graphs (TKG) is gaining increasing attention. Most existing works have achieved …
knowledge graphs (TKG) is gaining increasing attention. Most existing works have achieved …
HTCCN: temporal causal convolutional networks with Hawkes process for extrapolation reasoning in temporal knowledge graphs
T Chen, J Long, L Yang, Z Wang… - Proceedings of the …, 2024 - aclanthology.org
Temporal knowledge graphs (TKGs) serve as powerful tools for storing and modeling
dynamic facts, holding immense potential in anticipating future facts. Since future facts are …
dynamic facts, holding immense potential in anticipating future facts. Since future facts are …
Temporal Knowledge Graph Reasoning Based on Entity Relationship Similarity Perception
S Feng, C Zhou, Q Liu, X Ji, M Huang - Electronics, 2024 - mdpi.com
Temporal knowledge graphs (TKGs) are used for dynamically modeling facts in the temporal
dimension, and are widely used in various fields. However, existing reasoning models often …
dimension, and are widely used in various fields. However, existing reasoning models often …
Tecre: A novel temporal conflict resolution method based on temporal knowledge graph embedding
J Ma, C Zhou, Y Chen, Y Wang, G Hu, Y Qiao - Information, 2023 - mdpi.com
Since the facts in the knowledge graph (KG) cannot be updated automatically over time,
some facts have temporal conflicts. To discover and eliminate the temporal conflicts in the …
some facts have temporal conflicts. To discover and eliminate the temporal conflicts in the …