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Representation

2,100 papers (7 classified directly here)

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Papers (including subtopics)

Hierarchical Planning for Complex Tasks with Knowledge Graph-RAG and Symbolic Verification ICML 2025 Hierarchy Knowledge Graph for Parameter-Efficient Entity Embedding IJCAI 2025 Higher-order Logical Knowledge Representation Learning IJCAI 2025 HOPE: A Memory-Based and Composition-Aware Framework for Zero-Shot Learning with Hopfield Network and Soft Mixture of Experts WACV 2025 How do Language Models Reshape Entity Alignment? A Survey of LM-Driven EA Methods: Advances, Benchmarks, and Future EMNLP 2025 How Expressive are Knowledge Graph Foundation Models? ICML 2025 How Far are LLMs from Being Our Digital Twins? A Benchmark for Persona-Based Behavior Chain Simulation ACL 2025 How Sememic Components Can Benefit Link Prediction for Lexico-Semantic Knowledge Graphs? EMNLP 2025 How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback IJCAI 2025 How to Talk to Language Models: Serialization Strategies for Structured Entity Matching NAACL 2025 HybGRAG: Hybrid Retrieval-Augmented Generation on Textual and Relational Knowledge Bases ACL 2025 Hybrid Reasoning About Relative Position and Orientation of Objects and Navigating Agents Using Answer Set Programming AAAI 2025 HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning EMNLP 2025 HyperFM: Fact-Centric Multimodal Fusion for Link Prediction over Hyper-Relational Knowledge Graphs ACL 2025 Identification of Latent Confounders via Investigating the Tensor Ranks of the Nonlinear Observations ICML 2025 Identifying biological perturbation targets through causal differential networks ICML 2025 Identifying Neural Dynamics Using Interventional State Space Models ICML 2025 Imagine: Image-Guided 3D Part Assembly with Structure Knowledge Graph AAAI 2025 Implicit degree bias in the link prediction task ICML 2025 Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning AAAI 2025 Improving Soft Unification with Knowledge Graph Embedding Methods ICML 2025 Inducing Causal Structure Applied to Glucose Prediction for T1DM Patients CLeaR 2025 Inductive Learning on Heterogeneous Graphs Enhanced by LLMs for Software Mention Detection ACL 2025 Infer the Whole from a Glimpse of a Part: Keypoint-Based Knowledge Graph for Vehicle Re-Identification AAAI 2025 Initial Models and Serialisability in Abstract Dialectical Frameworks IJCAI 2025