관련 연구실
등급은 학회·저널 분류이며 연구실 순위가 아닙니다.
- SNU자연어처리·LLM
황승원LDI Lab
관련 논문 7편비중 10%연구 분야에 명시- 2026GRAD: Generalizing RAG Adaptation with Decoding ACL
- 2026Relevance to Utility: Process-Supervised Rewrite for RAG ACL Findings
- 2025tRAG: Term-level Retrieval-Augmented Generation for Domain-Adaptive Retrieval NAACL
- Yonsei데이터 마이닝
장백철ANDLab
관련 논문 3편비중 8%연구 분야에 명시- 2026When Retrieval Similarity Hurts: A Diagnostic Framework for Document Weighting in Black-Box RAG EMNLP Findings
- 2026Defending against knowledge poisoning attacks during retrieval-augmented generation IEEE IRI
- 2025UniRAG: A Unified RAG Framework for Knowledge-Intensive Queries with Decomposition, Break-Down Reasoning, and Iterative Rewriting EMNLP Findings
- KU자연어처리·LLM
정우환Autonomous AI Lab
관련 논문 2편비중 11%연구 분야에 명시- 2026Trajectory-Aware Clinical Risk Prediction via Severity-Grounded Knowledge Graphs and Retrieval-Augmented Generation KDD
- 2026A Tree-based RAG Framework for Evidence-Intensive QA via Adaptive Planning and Topology-Aware Evidence Gathering EMNLP Findings
- KAIST컴퓨터 비전
김현우MLV Lab
관련 논문 4편비중 6%- 2026Beyond Visual Boundaries: Rethinking Scene Segmentation for Movie RAG NeurIPS
- 2026Relevance-aware Multi-context Contrastive Decoding for Retrieval-augmented Visual Question Answering WACV
- 2026HyperGraphPro: Progress-Aware Reinforcement Learning for Structure-Guided Hypergraph RAG NeurIPS
- POSTECH자연어처리·LLM
이근배, 김형훈NLP Lab
관련 논문 5편비중 6%- 2025K-COMP: Retrieval-Augmented Medical Domain Question Answering With Knowledge-Injected Compressor NAACL
- 2025Retrieval-Augmented Fine-Tuning With Preference Optimization For Visual Program Generation ACL
- 2025ChronoBias: A Benchmark for Evaluating Temporal Group Bias in Retrieval-augmented Language Models EMNLP Findings
- KU자연어처리·LLM
임희석NLP&AI Lab
관련 논문 4편비중 4%- 2026Can Small Open-source Language Models with Retrieval-Augmented Generation Match GPT-4 Performance in Breast Cancer Clinical Decision Support? Journal of Clinical Oncology - Clinical Cancer Informatics
- 2025MultiDocFusion : Hierarchical and Multimodal Chunking Pipeline for Enhanced RAG on Long Industrial Documents EMNLP
- 2025MIRAGE: A Metric-Intensive Benchmark for Retrieval-Augmented Generation Evaluation NAACL Findings
- KAIST머신러닝
황성주MLAI Lab
관련 논문 4편비중 4%- 2026UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities ACL
- 2025VideoRAG: Retrieval-Augmented Generation over Video Corpus ACL Findings
- 2024Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity NAACL
- SNU자연어처리·LLM
이재윤SKI-ML Lab
관련 논문 4편비중 15%- 2025Stop-RAG: Value-Based Retrieval Control for Iterative RAG NeurIPS
- 2024RE-RAG: Improving Open-Domain QA Performance and Interpretability with Relevance Estimator in Retrieval-Augmented Generation EMNLP
- 2024Toward Robust RALMs: Revealing the Impact of Imperfect Retrieval on Retrieval-Augmented Language Models EMNLP
- KAIST데이터 마이닝
박찬영DSAIL
관련 논문 3편비중 3%- 2026RAG-Enhanced Collaborative LLM Agents for Drug Discovery AAAI
- 2025Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering NAACL
- 2025RA-SGG: Retrieval-Augmented Scene Graph Generation Framework via Multi-Prototype Learning AAAI
- KU머신러닝
이성환PRML Lab
관련 논문 3편비중 2%- 2026AdaCache: Efficient and Robust Noise-Resistant Semantic Caching for RAG IJCNN
- 2025XLQA: A Benchmark for Locale-Aware Multilingual Open-Domain Question Answering EMNLP
- 2025ACoRN: Noise-Robust Abstractive Compression in Retrieval-Augmented Language Models IJCNN
- SNU인간-AI 상호작용
서봉원Human Centered Computing Lab
관련 논문 2편비중 4%- 2026Between the Clinic and the Kitchen: A Constraint RAG Chatbot as Boundary Infrastructure for Dialysis Care CSCW
- 2026Effects of a Personalized Retrieval-Augmented Generation Chatbot on Information Needs in Chronic Kidney Disease Patients: Mixed Methods Randomized Controlled Trial Interactive Journal of Medical Research
- KAISTAI for Science
예종철BISPL
관련 논문 2편비중 2%- 2026Adaptive Guidance for Retrieval-Augmented Masked Diffusion Models EMNLP Findings
- 2026PACE-RAG: Patient-Aware Contextual and Evidence-Constrained RAG for Clinical Drug Recommendation EMNLP Findings
- POSTECH데이터 마이닝
한욱신Data Systems Lab
연구 분야에 명시 - POSTECH머신러닝
김동우, 옥정슬, 박상돈, 박은혁ML Lab
관련 논문 3편비중 3%- 2025Retrieval-Augmented Generation with Estimation of Source Reliability EMNLP
- 2025ChronoBias: A Benchmark for Evaluating Temporal Group Bias in Retrieval-augmented Language Models EMNLP Findings
- 2024TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction NAACL
- SNU머신러닝
이원종DRL Lab
관련 논문 2편비중 8%- 2026Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question Answering ACL
- 2025Enhancing Retrieval-Augmented Audio Captioning with Generation-Assisted Multimodal Querying and Progressive Learning INTERSPEECH
- KAIST데이터 마이닝
이재길Data Mining Lab
관련 논문 2편비중 5%- 2026Towards Query-Agnostic RAG Evaluation via Query Coverage and Claim Verifiability COLM
- 2025RA-TTA: Retrieval-Augmented Test-Time Adaptation for Vision-Language Models ICLR
- KU컴퓨터 비전
김동현UTL Lab
관련 논문 2편비중 4%- 2026Beyond Visual Boundaries: Rethinking Scene Segmentation for Movie RAG NeurIPS
- 2025RA-SGG: Retrieval-Augmented Scene Graph Generation Framework via Multi-Prototype Learning AAAI
- KUAI for Science
감태의Medical AI Lab
관련 논문 2편비중 3%- 2025Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense Reasoning EMNLP
- 2025SeeEEG: Semantic-aware EEG-based Multi-Modal Retrieval-Augmented Generation for High-Fidelity Visual Brain Decoding ICCV
- KAIST자연어처리·LLM
서민준LK Lab
관련 논문 3편비중 5%- 2024REPLUG: Retrieval-Augmented Black-Box Language Models NAACL
- 2024SuRe: Improving Open-domain Question Answering of LLMs via Summarized Retrieval ICLR
- 2023Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language Models EMNLP
- KAISTAI for Science
최윤재
관련 논문 2편비중 3%- 2026K-FinHallu: A Hallucination Detection Benchmark for Multi-Turn RAG in Korean Finance EMNLP Findings
- 2023Open-WikiTable : Dataset for Open Domain Question Answering with Complex Reasoning over Table ACL Findings
- POSTECH머신러닝
박상돈Trustworthy ML Lab
관련 논문 2편비중 9%- 2025Retrieval-Augmented Generation with Estimation of Source Reliability EMNLP
- 2024TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction NAACL
- Yonsei자연어처리·LLM
이동하DLI Lab
관련 논문 2편비중 3%- 2025MT-RAIG: Novel Benchmark and Evaluation Framework for Retrieval-Augmented Insight Generation over Multiple Tables ACL
- 2024Evidentiality-Aware Retrieval for Overcoming Abstractiveness in Open-Domain Question Answering EACL Findings
- SNUAI 시스템
성효진CODE Lab
관련 논문 1편비중 8%- 2026RAPO: Retrieval-Augmented Phase Ordering LCTES
- Yonsei머신러닝
권태경AI Security Lab
관련 논문 1편비중 5%- 2026TRACE: Traceable Retrieval-Augmented Criteria-based Evidence for Robust Vision-Language Model Safety Guardrails ACSAC
- SNU데이터 마이닝
유재민Data AI Lab
관련 논문 1편비중 4%- 2026ItemRAG: Item-Based Retrieval-Augmented Generation for LLM-Based Recommendation SIGIR
- Yonsei머신러닝
손지용ITML Lab
관련 논문 1편비중 4%- 2026Beyond Uniform Detection: Adaptive Hallucination Detection for RAG Across Response Regimes NeurIPS
- Yonsei데이터 마이닝
이경호ICL
관련 논문 1편비중 4%- 2026RPO-RAG: Aligning Small LLMs with Relation-aware Preference Optimization for Knowledge Graph Question Answering WWW
- SNUAI for Science
김경수AIBL
관련 논문 1편비중 3%- 2026GeneRAG: A Retrieval-Augmented Framework for Spatially Resolved Gene Expression Prediction MICCAI
- SNUAI 시스템
이진호AISys Lab
관련 논문 1편비중 3%- 2026CamoDocs: A Poisoning Attack Against Retrieval-Augmented Language Models Using Camouflaged Documents EMNLP
- KU머신러닝
이병준Decision Making Lab
관련 논문 1편비중 3%- 2026Beyond RAG vs. Long-Context: Learning Distraction-Aware Retrieval for Efficient Knowledge Grounding ICLR
- SNUAI 시스템
안정호SCALable Computer Architecture Lab
관련 논문 1편비중 2%- 2026Clone: A Collaborative Multi-device System for Retrieval-Augmented Generation over CXL ICS
- SNUAI for Science
이동헌BiLab
관련 논문 1편비중 2%- 2026Dual-Source Retrieval-Augmented Generation for Preoperative Anesthesia Planning MICCAI
- KU컴퓨터 비전
김상필Computer Vision Lab
관련 논문 1편비중 2%- 2026M3KG-RAG: Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation CVPR
- SNU컴퓨터 비전
곽노준MIPAL Lab
관련 논문 1편비중 1%- 2026Retrieval-Augmented Generation Based Nurse Observation Extraction LREC Workshop
- SNU자연어처리·LLM
정교민MI Lab
관련 논문 1편비중 1%- 2026How You Ask Matters! Adaptive RAG Robustness to Query Variations EMNLP
- KAIST음성·오디오
남주한MAC Lab
관련 논문 1편비중 1%- 2026ArtistMus: A Globally Diverse, Artist-Centric Benchmark for Retrieval-Augmented Music Question Answering LREC
- KAIST데이터 마이닝
신기정Data Mining Lab
관련 논문 1편비중 1%- 2026ItemRAG: Item-Based Retrieval-Augmented Generation for LLM-Based Recommendation SIGIR
- KAIST자연어처리·LLM
임경태MLP Lab
관련 논문 1편비중 3%- 2025VLR-Bench: Multilingual Benchmark Dataset for Vision-Language Retrieval Augmented Generation COLING
- KU자연어처리·LLM
이상근Data Intelligence Lab
관련 논문 1편비중 3%- 2025Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense Reasoning EMNLP
- SNU자연어처리·LLM
이상구IDS Lab
관련 논문 1편비중 6%- 2024Adaptive Contrastive Decoding in Retrieval-Augmented Generation for Handling Noisy Contexts EMNLP Findings
- KAIST데이터 마이닝
황지영Big Data Intelligence Lab
관련 논문 1편비중 5%- 2024Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise NAACL Findings
- SNU컴퓨터 비전
김건희Vision & Learning Lab
관련 논문 1편비중 2%- 2024DynamicER: Resolving Emerging Mentions to Dynamic Entities for RAG EMNLP
- KAIST머신러닝
문일철AAI Lab
관련 논문 1편비중 3%- 2024DPO-Finetuned Large Multi-Modal Planner with Retrieval-Augmented Generation ICML
- Yonsei머신러닝
송경우MLAI Lab
관련 논문 1편비중 1%- 2024H-Consistency Bounded Critic for Enhancing Retrieval-Augmented Generation IJCAI
- Yonsei자연어처리·LLM
여진영Language & AGI Lab
관련 논문 1편비중 2%- 2024Evidentiality-aware Retrieval for Overcoming Abstractiveness in Open-Domain Question Answering EACL Findings
- KAIST컴퓨터 비전
김승룡CV Lab
관련 논문 1편비중 1%- 2024ReDream: Retrieval-Augmented Score Distillation for Text-to-3D Generation ICML
- KAIST머신러닝
신진우ALIN Lab
관련 논문 1편비중 1%- 2024SuRe: Improving Open-domain Question Answering of LLMs via Summarized Retrieval ICLR
- SNU자연어처리·LLM
조요한
관련 논문 1편비중 2%- 2023Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over Table ACL Findings