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Methodology
← Representation
Knowledge & Reasoning
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Representation
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Knowledge Graphs
1534 directly classified papers
Papers per year
2002: 1
2006: 2
2007: 2
2008: 3
2009: 2
2010: 6
2011: 4
2012: 4
2013: 11
2014: 1
2016: 15
2017: 47
2018: 77
2019: 131
2020: 157
2021: 179
2022: 243
2023: 207
2024: 200
2025: 241
2026: 1
Papers
Few-shot Relational Reasoning via Connection Subgraph Pretraining
NIPS 2022
Rethinking Knowledge Graph Evaluation Under the Open-World Assumption
NIPS 2022
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs
NIPS 2022
Enhancing Self-Attention with Knowledge-Assisted Attention Maps
NAACL 2022
TempEL: Linking Dynamically Evolving and Newly Emerging Entities
NIPS 2022
Ensemble Semi-supervised Entity Alignment via Cycle-Teaching
AAAI 2022
DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social Media
AAAI 2022
Temporal Knowledge Graph Completion Using Box Embeddings
AAAI 2022
Geometry Interaction Knowledge Graph Embeddings
AAAI 2022
Improving Scene Graph Classification by Exploiting Knowledge from Texts
AAAI 2022
PolygonE: Modeling N-ary Relational Data as Gyro-Polygons in Hyperbolic Space
AAAI 2022
ISEEQ: Information Seeking Question Generation Using Dynamic Meta-Information Retrieval and Knowledge Graphs
AAAI 2022
LeSICiN: A Heterogeneous Graph-Based Approach for Automatic Legal Statute Identification from Indian Legal Documents
AAAI 2022
Exploring Entity Interactions for Few-Shot Relation Learning (Student Abstract)
AAAI 2022
Iterative Structural Inference of Directed Graphs
NIPS 2022
Modeling Transitivity and Cyclicity in Directed Graphs via Binary Code Box Embeddings
NIPS 2022
ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective
NIPS 2022
Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding
COLING 2022
Eureka: Neural Insight Learning for Knowledge Graph Reasoning
COLING 2022
GraDA: Graph Generative Data Augmentation for Commonsense Reasoning
COLING 2022
Knowledge Is Flat: A Seq2Seq Generative Framework for Various Knowledge Graph Completion
COLING 2022
Extracting a Knowledge Base of COVID-19 Events from Social Media
COLING 2022
Enhancing Contextual Word Representations Using Embedding of Neighboring Entities in Knowledge Graphs
COLING 2022
HG2Vec: Improved Word Embeddings from Dictionary and Thesaurus Based Heterogeneous Graph
COLING 2022
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph Embeddings
COLING 2022
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