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retrieval-augmented generation

1592 papers

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Also known as

RAG

Co-occurring keywords

large language model (13587) question answering (2963) information retrieval (1514) knowledge graph (1837) retrieval augmented generation (330) language model (4599) knowledge retrieval (330) text generation (2913) in-context learning (1405) multi-hop reasoning (423)

Papers

Personalize Before Retrieve: LLM-based Personalized Query Expansion for User-Centric Retrieval AAAI 2026

Zero-Shot Robotic Manipulation via 3D Gaussian Splatting-Enhanced Multimodal Retrieval-Augmented Generation AAAI 2026

PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths AAAI 2026

LiR3AG: A Lightweight Rerank Reasoning Strategy Framework for Retrieval-Augmented Generation AAAI 2026

Improving Long-Context Summarization with Multi-Granularity Retrieval Optimization AAAI 2026

Careful Queries, Credible Results: Teaching RAG Models Advanced Web Search Tools with Reinforcement Learning AAAI 2026

MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents AAAI 2026

SegMem-RAG: Adaptive Memory for Retrieval-Augmented Generation in Open-Ended Knowledge Environments AAAI 2026

Cog-RAG: Cognitive-Inspired Dual-Hypergraph with Theme Alignment Retrieval-Augmented Generation AAAI 2026

SAR: A Structure-Aligned Reasoning Framework for Temporal Knowledge Graph Question Answering AAAI 2026

CliCARE: Grounding Large Language Models in Clinical Guidelines for Decision Support over Longitudinal Cancer Electronic Health Records AAAI 2026

RAGFort: Dual-Path Defense Against Proprietary Knowledge Base Extraction in Retrieval-Augmented Generation AAAI 2026

OPERA: A Reinforcement Learning--Enhanced Orchestrated Planner-Executor Architecture for Reasoning-Oriented Multi-Hop Retrieval AAAI 2026

RetroLM: Retrieval-Augmented KVs for Long-Context Processing AAAI 2026

Beyond Fact Retrieval: Episodic Memory for RAG with Generative Semantic Workspaces AAAI 2026

Are We on the Right Way to Assess Document Retrieval-Augmented Generation? AAAI 2026

ECD: Evidence-guided Contrastive Decoding in Retrieval-Augmented Generation with Accurate Knowledge Reference Adjustment AAAI 2026

Exposing the Cracks: Vulnerabilities of Retrieval-Augmented LLM-based Machine Translation AAAI 2026

Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Robust Response Generation in the Wild AAAI 2026

SRACG: A Code Generation Framework with Selective Retrieval Augmentation AAAI 2026

CP-Search: A Chain Progressive Search Training Framework Incentivizing the Cognitive Behaviors for Searching in LLMs AAAI 2026

MIRAGE: Scaling Test-Time Inference with Parallel Graph-Retrieval-Augmented Reasoning Chains AAAI 2026

MrM: Black-Box Membership Inference Attacks Against Multimodal RAG Systems AAAI 2026

Seeing through the Conﬂict: Transparent Knowledge Conﬂict Handling in Retrieval-Augmented Generation AAAI 2026

Driving with Regulation: Trustworthy and Interpretable Decision-Making for Autonomous Driving with Retrieval-Augmented Reasoning AAAI 2026