주제로 연구실 찾기

1. SNU·자연어처리·LLM

   황승원LDI Lab

   관련도관련 논문 7편비중 10%연구 분야에 명시
   • 2026GRAD: Generalizing RAG Adaptation with DecodingACL
   • 2026Relevance to Utility: Process-Supervised Rewrite for RAGACL Findings
   • 2025tRAG: Term-level Retrieval-Augmented Generation for Domain-Adaptive RetrievalNAACL
2. Yonsei·데이터 마이닝

   장백철ANDLab

   관련도관련 논문 3편비중 8%연구 분야에 명시
   • 2026When Retrieval Similarity Hurts: A Diagnostic Framework for Document Weighting in Black-Box RAGEMNLP Findings
   • 2026Defending against knowledge poisoning attacks during retrieval-augmented generationIEEE IRI
   • 2025UniRAG: A Unified RAG Framework for Knowledge-Intensive Queries with Decomposition, Break-Down Reasoning, and Iterative RewritingEMNLP Findings
3. KU·자연어처리·LLM

   정우환Autonomous AI Lab

   관련도관련 논문 2편비중 11%연구 분야에 명시
   • 2026Trajectory-Aware Clinical Risk Prediction via Severity-Grounded Knowledge Graphs and Retrieval-Augmented GenerationKDD
   • 2026A Tree-based RAG Framework for Evidence-Intensive QA via Adaptive Planning and Topology-Aware Evidence GatheringEMNLP Findings
4. KAIST·컴퓨터 비전

   김현우MLV Lab

   관련도관련 논문 4편비중 6%
   • 2026Beyond Visual Boundaries: Rethinking Scene Segmentation for Movie RAGNeurIPS
   • 2026Relevance-aware Multi-context Contrastive Decoding for Retrieval-augmented Visual Question AnsweringWACV
   • 2026HyperGraphPro: Progress-Aware Reinforcement Learning for Structure-Guided Hypergraph RAGNeurIPS
5. POSTECH·자연어처리·LLM

   이근배, 김형훈NLP Lab

   관련도관련 논문 5편비중 6%
   • 2025K-COMP: Retrieval-Augmented Medical Domain Question Answering With Knowledge-Injected CompressorNAACL
   • 2025Retrieval-Augmented Fine-Tuning With Preference Optimization For Visual Program GenerationACL
   • 2025ChronoBias: A Benchmark for Evaluating Temporal Group Bias in Retrieval-augmented Language ModelsEMNLP Findings
6. KU·자연어처리·LLM

   임희석NLP&AI Lab

   관련도관련 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 DocumentsEMNLP
   • 2025MIRAGE: A Metric-Intensive Benchmark for Retrieval-Augmented Generation EvaluationNAACL Findings
7. KAIST·머신러닝

   황성주MLAI Lab

   관련도관련 논문 4편비중 4%
   • 2026UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and GranularitiesACL
   • 2025VideoRAG: Retrieval-Augmented Generation over Video CorpusACL Findings
   • 2024Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question ComplexityNAACL
8. SNU·자연어처리·LLM

   이재윤SKI-ML Lab

   관련도관련 논문 4편비중 15%
   • 2025Stop-RAG: Value-Based Retrieval Control for Iterative RAGNeurIPS
   • 2024RE-RAG: Improving Open-Domain QA Performance and Interpretability with Relevance Estimator in Retrieval-Augmented GenerationEMNLP
   • 2024Toward Robust RALMs: Revealing the Impact of Imperfect Retrieval on Retrieval-Augmented Language ModelsEMNLP
9. KAIST·데이터 마이닝

   박찬영DSAIL

   관련도관련 논문 3편비중 3%
   • 2026RAG-Enhanced Collaborative LLM Agents for Drug DiscoveryAAAI
   • 2025Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question AnsweringNAACL
   • 2025RA-SGG: Retrieval-Augmented Scene Graph Generation Framework via Multi-Prototype LearningAAAI
10. KU·머신러닝

    이성환PRML Lab

    관련도관련 논문 3편비중 2%
    • 2026AdaCache: Efficient and Robust Noise-Resistant Semantic Caching for RAGIJCNN
    • 2025XLQA: A Benchmark for Locale-Aware Multilingual Open-Domain Question AnsweringEMNLP
    • 2025ACoRN: Noise-Robust Abstractive Compression in Retrieval-Augmented Language ModelsIJCNN
11. SNU·인간-AI 상호작용

    서봉원Human Centered Computing Lab

    관련도관련 논문 2편비중 4%
    • 2026Between the Clinic and the Kitchen: A Constraint RAG Chatbot as Boundary Infrastructure for Dialysis CareCSCW
    • 2026Effects of a Personalized Retrieval-Augmented Generation Chatbot on Information Needs in Chronic Kidney Disease Patients: Mixed Methods Randomized Controlled TrialInteractive Journal of Medical Research
12. KAIST·AI for Science

    예종철BISPL

    관련도관련 논문 2편비중 2%
    • 2026Adaptive Guidance for Retrieval-Augmented Masked Diffusion ModelsEMNLP Findings
    • 2026PACE-RAG: Patient-Aware Contextual and Evidence-Constrained RAG for Clinical Drug RecommendationEMNLP Findings
13. POSTECH·데이터 마이닝

    한욱신Data Systems Lab

    관련도연구 분야에 명시
14. POSTECH·머신러닝

    김동우, 옥정슬, 박상돈, 박은혁ML Lab

    관련도관련 논문 3편비중 3%
    • 2025Retrieval-Augmented Generation with Estimation of Source ReliabilityEMNLP
    • 2025ChronoBias: A Benchmark for Evaluating Temporal Group Bias in Retrieval-augmented Language ModelsEMNLP Findings
    • 2024TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal PredictionNAACL
15. SNU·머신러닝

    이원종DRL Lab

    관련도관련 논문 2편비중 8%
    • 2026Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question AnsweringACL
    • 2025Enhancing Retrieval-Augmented Audio Captioning with Generation-Assisted Multimodal Querying and Progressive LearningINTERSPEECH
16. KAIST·데이터 마이닝

    이재길Data Mining Lab

    관련도관련 논문 2편비중 5%
    • 2026Towards Query-Agnostic RAG Evaluation via Query Coverage and Claim VerifiabilityCOLM
    • 2025RA-TTA: Retrieval-Augmented Test-Time Adaptation for Vision-Language ModelsICLR
17. KU·컴퓨터 비전

    김동현UTL Lab

    관련도관련 논문 2편비중 4%
    • 2026Beyond Visual Boundaries: Rethinking Scene Segmentation for Movie RAGNeurIPS
    • 2025RA-SGG: Retrieval-Augmented Scene Graph Generation Framework via Multi-Prototype LearningAAAI
18. KU·AI for Science

    감태의Medical AI Lab

    관련도관련 논문 2편비중 3%
    • 2025Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense ReasoningEMNLP
    • 2025SeeEEG: Semantic-aware EEG-based Multi-Modal Retrieval-Augmented Generation for High-Fidelity Visual Brain DecodingICCV
19. KAIST·자연어처리·LLM

    서민준LK Lab

    관련도관련 논문 3편비중 5%
    • 2024REPLUG: Retrieval-Augmented Black-Box Language ModelsNAACL
    • 2024SuRe: Improving Open-domain Question Answering of LLMs via Summarized RetrievalICLR
    • 2023Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language ModelsEMNLP
20. KAIST·AI for Science

    최윤재

    관련도관련 논문 2편비중 3%
    • 2026K-FinHallu: A Hallucination Detection Benchmark for Multi-Turn RAG in Korean FinanceEMNLP Findings
    • 2023Open-WikiTable : Dataset for Open Domain Question Answering with Complex Reasoning over TableACL Findings
21. POSTECH·머신러닝

    박상돈Trustworthy ML Lab

    관련도관련 논문 2편비중 9%
    • 2025Retrieval-Augmented Generation with Estimation of Source ReliabilityEMNLP
    • 2024TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal PredictionNAACL
22. Yonsei·자연어처리·LLM

    이동하DLI Lab

    관련도관련 논문 2편비중 3%
    • 2025MT-RAIG: Novel Benchmark and Evaluation Framework for Retrieval-Augmented Insight Generation over Multiple TablesACL
    • 2024Evidentiality-Aware Retrieval for Overcoming Abstractiveness in Open-Domain Question AnsweringEACL Findings
23. SNU·AI 시스템

    성효진CODE Lab

    관련도관련 논문 1편비중 8%
    • 2026RAPO: Retrieval-Augmented Phase OrderingLCTES
24. Yonsei·머신러닝

    권태경AI Security Lab

    관련도관련 논문 1편비중 5%
    • 2026TRACE: Traceable Retrieval-Augmented Criteria-based Evidence for Robust Vision-Language Model Safety GuardrailsACSAC
25. SNU·데이터 마이닝

    유재민Data AI Lab

    관련도관련 논문 1편비중 4%
    • 2026ItemRAG: Item-Based Retrieval-Augmented Generation for LLM-Based RecommendationSIGIR
26. Yonsei·머신러닝

    손지용ITML Lab

    관련도관련 논문 1편비중 4%
    • 2026Beyond Uniform Detection: Adaptive Hallucination Detection for RAG Across Response RegimesNeurIPS
27. Yonsei·데이터 마이닝

    이경호ICL

    관련도관련 논문 1편비중 4%
    • 2026RPO-RAG: Aligning Small LLMs with Relation-aware Preference Optimization for Knowledge Graph Question AnsweringWWW
28. SNU·AI for Science

    김경수AIBL

    관련도관련 논문 1편비중 3%
    • 2026GeneRAG: A Retrieval-Augmented Framework for Spatially Resolved Gene Expression PredictionMICCAI
29. SNU·AI 시스템

    이진호AISys Lab

    관련도관련 논문 1편비중 3%
    • 2026CamoDocs: A Poisoning Attack Against Retrieval-Augmented Language Models Using Camouflaged DocumentsEMNLP
30. KU·머신러닝

    이병준Decision Making Lab

    관련도관련 논문 1편비중 3%
    • 2026Beyond RAG vs. Long-Context: Learning Distraction-Aware Retrieval for Efficient Knowledge GroundingICLR
31. SNU·AI 시스템

    안정호SCALable Computer Architecture Lab

    관련도관련 논문 1편비중 2%
    • 2026Clone: A Collaborative Multi-device System for Retrieval-Augmented Generation over CXLICS
32. SNU·AI for Science

    이동헌BiLab

    관련도관련 논문 1편비중 2%
    • 2026Dual-Source Retrieval-Augmented Generation for Preoperative Anesthesia PlanningMICCAI
33. KU·컴퓨터 비전

    김상필Computer Vision Lab

    관련도관련 논문 1편비중 2%
    • 2026M3KG-RAG: Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented GenerationCVPR
34. SNU·컴퓨터 비전

    곽노준MIPAL Lab

    관련도관련 논문 1편비중 1%
    • 2026Retrieval-Augmented Generation Based Nurse Observation ExtractionLREC Workshop
35. SNU·자연어처리·LLM

    정교민MI Lab

    관련도관련 논문 1편비중 1%
    • 2026How You Ask Matters! Adaptive RAG Robustness to Query VariationsEMNLP
36. KAIST·음성·오디오

    남주한MAC Lab

    관련도관련 논문 1편비중 1%
    • 2026ArtistMus: A Globally Diverse, Artist-Centric Benchmark for Retrieval-Augmented Music Question AnsweringLREC
37. KAIST·데이터 마이닝

    신기정Data Mining Lab

    관련도관련 논문 1편비중 1%
    • 2026ItemRAG: Item-Based Retrieval-Augmented Generation for LLM-Based RecommendationSIGIR
38. KAIST·자연어처리·LLM

    임경태MLP Lab

    관련도관련 논문 1편비중 3%
    • 2025VLR-Bench: Multilingual Benchmark Dataset for Vision-Language Retrieval Augmented GenerationCOLING
39. KU·자연어처리·LLM

    이상근Data Intelligence Lab

    관련도관련 논문 1편비중 3%
    • 2025Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense ReasoningEMNLP
40. SNU·자연어처리·LLM

    이상구IDS Lab

    관련도관련 논문 1편비중 6%
    • 2024Adaptive Contrastive Decoding in Retrieval-Augmented Generation for Handling Noisy ContextsEMNLP Findings
41. KAIST·데이터 마이닝

    황지영Big Data Intelligence Lab

    관련도관련 논문 1편비중 5%
    • 2024Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual NoiseNAACL Findings
42. SNU·컴퓨터 비전

    김건희Vision & Learning Lab

    관련도관련 논문 1편비중 2%
    • 2024DynamicER: Resolving Emerging Mentions to Dynamic Entities for RAGEMNLP
43. KAIST·머신러닝

    문일철AAI Lab

    관련도관련 논문 1편비중 3%
    • 2024DPO-Finetuned Large Multi-Modal Planner with Retrieval-Augmented GenerationICML
44. Yonsei·머신러닝

    송경우MLAI Lab

    관련도관련 논문 1편비중 1%
    • 2024H-Consistency Bounded Critic for Enhancing Retrieval-Augmented GenerationIJCAI
45. Yonsei·자연어처리·LLM

    여진영Language & AGI Lab

    관련도관련 논문 1편비중 2%
    • 2024Evidentiality-aware Retrieval for Overcoming Abstractiveness in Open-Domain Question AnsweringEACL Findings
46. KAIST·컴퓨터 비전

    김승룡CV Lab

    관련도관련 논문 1편비중 1%
    • 2024ReDream: Retrieval-Augmented Score Distillation for Text-to-3D GenerationICML
47. KAIST·머신러닝

    신진우ALIN Lab

    관련도관련 논문 1편비중 1%
    • 2024SuRe: Improving Open-domain Question Answering of LLMs via Summarized RetrievalICLR
48. SNU·자연어처리·LLM

    조요한

    관련도관련 논문 1편비중 2%
    • 2023Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over TableACL Findings

2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.