Cover Image

Autonomous Knowledge Graph Exploration with Adaptive Breadth-Depth Retrieval

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Polonuer, Joaquín, Vittor, Lucas, Arango, Iñaki, Noori, Ayush, Clifton, David A., Del Corro, Luciano, Zitnik, Marinka
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence Information Retrieval Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

OptimusKG: Unifying biomedical knowledge in a modern multimodal graph
by: Vittor, Lucas, et al.
Published: (2026)

Towards Self-cognitive Exploration: Metacognitive Knowledge Graph Retrieval Augmented Generation
by: Yuan, Xujie, et al.
Published: (2025)

Indexing Depth and Retrieval Effectiveness
by: Seely, Barbara J.
Published: (1972)

Reasoning by Exploration: A Unified Approach to Retrieval and Generation over Graphs
by: Han, Haoyu, et al.
Published: (2025)

Cost-Aware Retrieval-Augmentation Reasoning Models with Adaptive Retrieval Depth
by: Hashemi, Helia, et al.
Published: (2025)

IGMiRAG: Intuition-Guided Retrieval-Augmented Generation with Adaptive Mining of In-Depth Memory
by: Hou, Xingliang, et al.
Published: (2026)

RAKG:Document-level Retrieval Augmented Knowledge Graph Construction
by: Zhang, Hairong, et al.
Published: (2025)

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation
by: Wang, Shijie, et al.
Published: (2025)

Knowledge Graph-based Session Recommendation with Adaptive Propagation
by: Wang, Yu, et al.
Published: (2024)

Loops On Retrieval Augmented Generation (LoRAG)
by: Thakur, Ayush, et al.
Published: (2024)

Toward Robust GraphRAG: Mitigating Retrieval Drift and Hallucination from Imperfect Knowledge Graphs
by: Ma, Yizhuo, et al.
Published: (2026)

RAG Meets Temporal Graphs: Time-Sensitive Modeling and Retrieval for Evolving Knowledge
by: Han, Jiale, et al.
Published: (2025)

Adaptive Retrieval for Reasoning-Intensive Retrieval
by: Kim, Jongho, et al.
Published: (2026)

WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs
by: Xie, Weijian, et al.
Published: (2024)

Respecting Temporal-Causal Consistency: Entity-Event Knowledge Graphs for Retrieval-Augmented Generation
by: Zhang, Ze Yu, et al.
Published: (2025)

KnowGuard: Knowledge-Driven Abstention for Multi-Round Clinical Reasoning
by: Dang, Xilin, et al.
Published: (2025)

K-PERM: Personalized Response Generation Using Dynamic Knowledge Retrieval and Persona-Adaptive Queries
by: Raj, Kanak, et al.
Published: (2023)

Replication and Exploration of Generative Retrieval over Dynamic Corpora
by: Zhang, Zhen, et al.
Published: (2025)

Adaptive Candidate Retrieval with Dynamic Knowledge Graph Construction for Cold-Start Recommendation
by: Yang, Wooseong, et al.
Published: (2025)

A Tale of Two Graphs: Separating Knowledge Exploration from Outline Structure for Open-Ended Deep Research
by: Shi, Zhuofan, et al.
Published: (2026)

Enabling Roll-up and Drill-down Operations in News Exploration with Knowledge Graphs for Due Diligence and Risk Management
by: Wang, Sha, et al.
Published: (2024)

Mixture-of-Experts Knowledge Graph Retrieval-Augmented Generation for Multi-Agent LLM-based Recommendation
by: Wang, Shijie, et al.
Published: (2026)

Enhancing Document Retrieval for Curating N-ary Relations in Knowledge Bases
by: Wang, Xing David, et al.
Published: (2025)

Towards an In-Depth Comprehension of Case Relevance for Better Legal Retrieval
by: Li, Haitao, et al.
Published: (2024)

Towards a Knowledge Graph for Teaching Knowledge Graphs
by: Ilkou, Eleni, et al.
Published: (2024)

SPARK: Adaptive Low-Rank Knowledge Graph Modeling in Hybrid Geometric Spaces for Recommendation
by: Wang, Binhao, et al.
Published: (2025)

A Generative Adaptive Replay Continual Learning Model for Temporal Knowledge Graph Reasoning
by: Zhang, Zhiyu, et al.
Published: (2025)

A Knowledge Graph and a Tripartite Evaluation Framework Make Retrieval-Augmented Generation Scalable and Transparent
by: Akindele, Olalekan K., et al.
Published: (2025)

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs
by: Xu, Chuan, et al.
Published: (2025)

LARGER: Lexically Anchored Repository Graph Exploration and Retrieval
by: Hu, Yuntong, et al.
Published: (2026)

Enhancing Knowledge Retrieval with Topic Modeling for Knowledge-Grounded Dialogue
by: Tran, Nhat, et al.
Published: (2024)

Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge
by: Delile, Julien, et al.
Published: (2024)

FlashCheck: Exploration of Efficient Evidence Retrieval for Fast Fact-Checking
by: Nanekhan, Kevin, et al.
Published: (2025)

BubbleRAG: Evidence-Driven Retrieval-Augmented Generation for Black-Box Knowledge Graphs
by: Pan, Duyi, et al.
Published: (2026)

Beyond Relevance: An Adaptive Exploration-Based Framework for Personalized Recommendations
by: Bianchi, Edoardo
Published: (2025)

Metadata-based Data Exploration with Retrieval-Augmented Generation for Large Language Models
by: Hayashi, Teruaki, et al.
Published: (2024)

Pseudo-Knowledge Graph: Meta-Path Guided Retrieval and In-Graph Text for RAG-Equipped LLM
by: Yang, Yuxin, et al.
Published: (2025)

Range Retrieval with Graph-Based Indices
by: Manohar, Magdalen Dobson, et al.
Published: (2025)

Graph-Embedding Empowered Entity Retrieval
by: Gerritse, Emma J., et al.
Published: (2025)

STAR: Semantic-Tuned and Tail-Adaptive Retriever for Graph-Augmented Generation
by: Li, Shuai, et al.
Published: (2026)