{"total":328,"rows":[{"id":"2312.10997","title":"Retrieval-Augmented Generation for Large Language Models: A Survey","created":"2023-12-18","cited_by_count":2212,"area":"lr"},{"id":"2310.01728","title":"Time-LLM: Time Series Forecasting by Reprogramming Large Language Models","created":"2023-10-03","cited_by_count":700,"area":null},{"id":"2404.13501","title":"A Survey on the Memory Mechanism of Large Language Model based Agents","created":"2024-04-21","cited_by_count":634,"area":"wm"},{"id":"2408.08921","title":"Graph Retrieval-Augmented Generation: A Survey","created":"2024-08-15","cited_by_count":324,"area":"rag"},{"id":"2405.14831","title":"HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models","created":"2024-05-23","cited_by_count":281,"area":"rag"},{"id":"2402.07630","title":"G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering","created":"2024-02-12","cited_by_count":223,"area":"rag"},{"id":"2312.02783","title":"Large Language Models on Graphs: A Comprehensive Survey","created":"2023-12-05","cited_by_count":192,"area":null},{"id":"2501.00309","title":"Retrieval-Augmented Generation with Graphs (GraphRAG)","created":"2024-12-31","cited_by_count":172,"area":"rag"},{"id":"2407.11511","title":"Multi-Step Reasoning with Large Language Models, a Survey","created":"2024-07-16","cited_by_count":143,"area":"lr"},{"id":"2405.20139","title":"GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning","created":"2024-05-30","cited_by_count":128,"area":"lr"},{"id":"2404.17723","title":"Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering","created":"2024-04-26","cited_by_count":96,"area":"rag"},{"id":"2402.11163","title":"KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph","created":"2024-02-17","cited_by_count":93,"area":"lr"},{"id":"2311.07914","title":"Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey","created":"2023-11-14","cited_by_count":92,"area":null},{"id":"2406.12334","title":"What Did I Do Wrong? Quantifying LLMs' Sensitivity and Consistency to Prompt Engineering","created":"2024-06-18","cited_by_count":90,"area":null},{"id":"2404.14851","title":"From Matching to Generation: A Survey on Generative Information Retrieval","created":"2024-04-23","cited_by_count":89,"area":null},{"id":"2501.13958","title":"A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models","created":"2025-01-21","cited_by_count":88,"area":"rag"},{"id":"2502.04413","title":"MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot","created":"2025-02-06","cited_by_count":83,"area":"rag"},{"id":"2410.20724","title":"Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation","created":"2024-10-28","cited_by_count":80,"area":"lr"},{"id":"2405.16506","title":"GRAG: Graph Retrieval-Augmented Generation","created":"2024-05-26","cited_by_count":78,"area":"rag"},{"id":"2410.23875","title":"Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs","created":"2024-10-31","cited_by_count":78,"area":"lr"},{"id":"2405.08011","title":"A Survey of Large Language Models for Graphs","created":"2024-05-10","cited_by_count":72,"area":null},{"id":"2409.13731","title":"KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation","created":"2024-09-10","cited_by_count":67,"area":"rag"},{"id":"2401.14295","title":"Demystifying Chains, Trees, and Graphs of Thoughts","created":"2024-01-25","cited_by_count":63,"area":"lr"},{"id":"2404.14741","title":"Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering","created":"2024-04-23","cited_by_count":60,"area":"agents"},{"id":"2501.02226","title":"Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation","created":"2025-01-04","cited_by_count":57,"area":"rag"},{"id":"2402.08785","title":"InstructGraph: Boosting Large Language Models via Graph-centric Instruction Tuning and Preference Alignment","created":"2024-02-13","cited_by_count":56,"area":"lr"},{"id":"2405.12035","title":"KG-RAG: Bridging the Gap Between Knowledge and Creativity","created":"2024-05-20","cited_by_count":56,"area":"rag"},{"id":"2407.15017","title":"Knowledge Mechanisms in Large Language Models: A Survey and Perspective","created":"2024-07-22","cited_by_count":51,"area":null},{"id":"2509.18970","title":"LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions","created":"2025-09-23","cited_by_count":50,"area":"agents"},{"id":"2510.06265","title":"Large Language Models Hallucination: A Comprehensive Survey","created":"2025-10-05","cited_by_count":49,"area":null},{"id":"2510.10114","title":"LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora","created":"2025-10-11","cited_by_count":49,"area":"rag"},{"id":"2410.13080","title":"Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models","created":"2024-10-16","cited_by_count":48,"area":"lr"},{"id":"2406.15992","title":"Can LLM Graph Reasoning Generalize beyond Pattern Memorization?","created":"2024-06-23","cited_by_count":47,"area":"lr"},{"id":"2408.09955","title":"MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs","created":"2024-08-19","cited_by_count":47,"area":"agents"},{"id":"2410.14211","title":"Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning","created":"2024-10-18","cited_by_count":44,"area":"lr"},{"id":"2406.14550","title":"GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models","created":"2024-06-20","cited_by_count":43,"area":"agents"},{"id":"2407.21059","title":"Modular RAG: Transforming RAG Systems into LEGO-like Reconfigurable Frameworks","created":"2024-07-26","cited_by_count":42,"area":"rag"},{"id":"2310.16520","title":"Towards Self-Interpretable Graph-Level Anomaly Detection","created":"2023-10-25","cited_by_count":41,"area":null},{"id":"2405.14170","title":"Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning","created":"2024-05-23","cited_by_count":41,"area":"lr"},{"id":"2401.02500","title":"On the Prospects of Incorporating Large Language Models (LLMs) in Automated Planning and Scheduling (APS)","created":"2024-01-04","cited_by_count":40,"area":null},{"id":"2502.01113","title":"GFM-RAG: Graph Foundation Model for Retrieval Augmented Generation","created":"2025-02-03","cited_by_count":40,"area":"rag"},{"id":"2405.13873","title":"FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering","created":"2024-05-22","cited_by_count":39,"area":"lr"},{"id":"2404.00492","title":"Multi-hop Question Answering under Temporal Knowledge Editing","created":"2024-03-30","cited_by_count":36,"area":null},{"id":"2404.14928","title":"Graph Machine Learning in the Era of Large Language Models (LLMs)","created":"2024-04-23","cited_by_count":33,"area":null},{"id":"2402.11199","title":"Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs","created":"2024-02-17","cited_by_count":32,"area":"lr"},{"id":"2312.06185","title":"KnowGPT: Knowledge Graph based Prompting for Large Language Models","created":"2023-12-11","cited_by_count":31,"area":null},{"id":"2403.03008","title":"Knowledge Graphs as Context Sources for LLM-Based Explanations of Learning Recommendations","created":"2024-03-05","cited_by_count":31,"area":null},{"id":"2407.10793","title":"GraphEval: A Knowledge-Graph Based LLM Hallucination Evaluation Framework","created":"2024-07-15","cited_by_count":30,"area":null},{"id":"2411.14258","title":"Knowledge Graphs, Large Language Models, and Hallucinations: An NLP Perspective","created":"2024-11-21","cited_by_count":29,"area":null},{"id":"2502.09891","title":"ArchRAG: Attributed Community-based Hierarchical Retrieval-Augmented Generation","created":"2025-02-14","cited_by_count":28,"area":"rag"},{"id":"2502.12586","title":"G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation","created":"2025-02-18","cited_by_count":27,"area":"rag"},{"id":"2410.13765","title":"Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval","created":"2024-10-17","cited_by_count":26,"area":null},{"id":"2504.11544","title":"NodeRAG: Structuring Graph-based RAG with Heterogeneous Nodes","created":"2025-04-15","cited_by_count":26,"area":"rag"},{"id":"2310.11676","title":"PREM: A Simple Yet Effective Approach for Node-Level Graph Anomaly Detection","created":"2023-10-18","cited_by_count":25,"area":null},{"id":"2312.15883","title":"HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses","created":"2023-12-26","cited_by_count":25,"area":"rag"},{"id":"2602.05665","title":"Graph-based Agent Memory: Taxonomy, Techniques, and Applications","created":"2026-02-05","cited_by_count":25,"area":"agents"},{"id":"2406.14282","title":"Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs","created":"2024-06-20","cited_by_count":24,"area":"rag"},{"id":"2410.08085","title":"Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering","created":"2024-10-10","cited_by_count":24,"area":"lr"},{"id":"2412.18537","title":"Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation","created":"2024-12-24","cited_by_count":24,"area":null},{"id":"2412.15235","title":"OG-RAG: Ontology-Grounded Retrieval-Augmented Generation For Large Language Models","created":"2024-12-12","cited_by_count":23,"area":"rag"},{"id":"2506.18019","title":"Graphs Meet AI Agents: Taxonomy, Progress, and Future Opportunities","created":"2025-06-22","cited_by_count":23,"area":"agents"},{"id":"2407.13934","title":"Towards Trustworthy AI: A Review of Ethical and Robust Large Language Models","created":"2024-06-01","cited_by_count":22,"area":null},{"id":"2408.04870","title":"ConfusedPilot: Confused Deputy Risks in RAG-based LLMs","created":"2024-08-09","cited_by_count":22,"area":"rag"},{"id":"2411.02382","title":"Improving Scientific Hypothesis Generation with Knowledge Grounded Large Language Models","created":"2024-11-04","cited_by_count":22,"area":null},{"id":"2501.18922","title":"KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree Search","created":"2025-01-31","cited_by_count":22,"area":"agents"},{"id":"2502.14245","title":"Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering","created":"2025-02-20","cited_by_count":22,"area":"rag"},{"id":"2508.19855","title":"Youtu-GraphRAG: Vertically Unified Agents for Graph Retrieval-Augmented Complex Reasoning","created":"2025-08-27","cited_by_count":22,"area":"lr"},{"id":"2502.00829","title":"When Do LLMs Help With Node Classification? A Comprehensive Analysis","created":"2025-02-02","cited_by_count":21,"area":null},{"id":"2511.04847","title":"Test-Time Adaptation for LLM Agents via Environment Interaction","created":"2025-11-06","cited_by_count":20,"area":"agents"},{"id":"2402.16374","title":"Graph Learning under Distribution Shifts: A Comprehensive Survey on Domain Adaptation, Out-of-distribution, and Continual Learning","created":"2024-02-26","cited_by_count":18,"area":null},{"id":"2404.00489","title":"Prompt-SAW: Leveraging Relation-Aware Graphs for Textual Prompt Compression","created":"2024-03-30","cited_by_count":18,"area":"inference"},{"id":"2504.10499","title":"Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey","created":"2025-04-08","cited_by_count":18,"area":"rag"},{"id":"2505.13479","title":"RTL++: Graph-enhanced LLM for RTL Code Generation","created":"2025-05-11","cited_by_count":18,"area":null},{"id":"2310.14586","title":"GNNEvaluator: Evaluating GNN Performance On Unseen Graphs Without Labels","created":"2023-10-23","cited_by_count":17,"area":null},{"id":"2404.14809","title":"A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications","created":"2024-04-23","cited_by_count":17,"area":null},{"id":"2409.02413","title":"Abstractive Text Summarization: State of the Art, Challenges, and Improvements","created":"2024-09-04","cited_by_count":17,"area":null},{"id":"2505.24478","title":"Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning","created":"2025-05-30","cited_by_count":17,"area":"lr"},{"id":"2406.11460","title":"TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation","created":"2024-06-17","cited_by_count":16,"area":"lr"},{"id":"2412.18702","title":"CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era","created":"2024-12-24","cited_by_count":16,"area":null},{"id":"2502.10996","title":"RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation","created":"2025-02-16","cited_by_count":16,"area":null},{"id":"2505.19433","title":"Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM Compression","created":"2025-05-26","cited_by_count":16,"area":"agents"},{"id":"2406.08223","title":"Research Trends for the Interplay between Large Language Models and Knowledge Graphs","created":"2024-06-12","cited_by_count":15,"area":null},{"id":"2410.02721","title":"Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization","created":"2024-10-03","cited_by_count":15,"area":"rag"},{"id":"2502.11491","title":"Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering","created":"2025-02-17","cited_by_count":15,"area":"lr"},{"id":"2503.13804","title":"Empowering GraphRAG with Knowledge Filtering and Integration","created":"2025-03-18","cited_by_count":15,"area":null},{"id":"2510.13614","title":"MemoTime: Memory-Augmented Temporal Knowledge Graph Enhanced Large Language Model Reasoning","created":"2025-10-15","cited_by_count":15,"area":"lr"},{"id":"2405.06524","title":"Prompting Large Language Models with Knowledge Graphs for Question Answering Involving Long-tail Facts","created":"2024-05-10","cited_by_count":14,"area":null},{"id":"2406.01238","title":"EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs","created":"2024-06-03","cited_by_count":14,"area":null},{"id":"2604.08256","title":"HyperMem: Hypergraph Memory for Long-Term Conversations","created":"2026-04-09","cited_by_count":14,"area":null},{"id":"2406.10393","title":"EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems","created":"2024-06-14","cited_by_count":13,"area":null},{"id":"2410.01401","title":"Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question Answering","created":"2024-10-02","cited_by_count":13,"area":null},{"id":"2410.08475","title":"GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation","created":"2024-10-11","cited_by_count":13,"area":"lr"},{"id":"2410.22353","title":"RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering","created":"2024-10-15","cited_by_count":13,"area":"rag"},{"id":"2502.18397","title":"KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation","created":"2025-02-25","cited_by_count":13,"area":"rag"},{"id":"2403.09953","title":"Online GNN Evaluation Under Test-time Graph Distribution Shifts","created":"2024-03-15","cited_by_count":12,"area":null},{"id":"2407.12216","title":"Mindful-RAG: A Study of Points of Failure in Retrieval Augmented Generation","created":"2024-07-16","cited_by_count":12,"area":"rag"},{"id":"2410.11001","title":"Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs","created":"2024-10-14","cited_by_count":12,"area":"rag"},{"id":"2412.05547","title":"KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models","created":"2024-12-07","cited_by_count":12,"area":"rag"},{"id":"2505.23495","title":"Diagnosing and Addressing Pitfalls in KG-RAG Datasets: Toward More Reliable Benchmarking","created":"2025-05-29","cited_by_count":12,"area":"lr"},{"id":"2410.19627","title":"Knowledge Graph Enhanced Language Agents for Recommendation","created":"2024-10-25","cited_by_count":11,"area":null}],"next_cursor":"100"}