주제로 연구실 찾기

1. SNU·데이터 마이닝

   강유Data Mining Lab

   관련도관련 논문 5편비중 8%연구 분야에 명시
   • 2026Diffusion Models for Risk-Aware Portfolio OptimizationWSDM
   • 2026RiskBound: Risk-Aware Boundary-Guided Portfolio Optimization via Action Space ReshapingKDD
   • 2025Mitigating Distribution Shift in Stock Price Data via Return-Volatility Normalization for Accurate PredictionCIKM
2. Yonsei·데이터 마이닝

   김하영MLCF Lab

   관련도관련 논문 3편비중 11%연구 분야에 명시
   • 2026Can Multimodal Large Language Models Extract Investment Signals from Financial Charts? Evidence from Portfolio BacktestsFinance Research Letters
   • 2026Dynamic Factor-Informed Reinforcement Learning for Enhancing Portfolio OptimizationFinancial Innovation
   • 2025Hierarchical Multi-modal Fusion Architecture Search for Stock Market ForecastingApplied Soft Computing
3. KU·자연어처리·LLM

   정우환Autonomous AI Lab

   관련도관련 논문 3편비중 17%연구 분야에 명시
   • 2025Hierarchical Retrieval with Evidence Curation for Open-Domain Financial Question Answering on Standardized DocumentsACL Findings
   • 2025CARE: A Framework for Correcting Numerical Hallucinations in LLM-Generated Financial TextsCAI
   • 2023Exploring the Impact of Corpus Diversity on Financial Pretrained Language ModelsEMNLP Findings
4. KU·머신러닝

   Anh TongStochastic Dynamics and Machine Learning Lab

   관련도연구 분야에 명시
5. KAIST·머신러닝

   문일철AAI Lab

   관련도관련 논문 2편비중 5%
   • 2025Finance and Market Concentration Using Agent-Based Modeling: Evidence from South KoreaJournal of Artificial Societies and Social Simulation
   • 2024The relationship between housing finance and inequalityJournal of Economic Interaction and Coordination
6. SNU·AI 시스템

   이상원VLDB Lab

   관련도관련 논문 1편비중 10%
   • 2026MatKV: Trading Compute for Flash Storage in LLM InferenceICDE
7. Yonsei·데이터 마이닝

   장백철ANDLab

   관련도관련 논문 2편비중 5%
   • 2024Enhancing financial sentiment analysis ability of language model via targeted numerical change-related maskingIEEE Access
   • 2024Heterogeneous macroeconomic factors' effects on stocks across sizes, styles, and sectors in the South Korean marketPLOS ONE
8. POSTECH·머신러닝

   박상돈Trustworthy ML Lab

   관련도관련 논문 1편비중 5%
   • 2026MJ: Multi-turn LLM Jailbreaking via Decomposed Credit AssignmentNeurIPS
9. SNU·자연어처리·LLM

   도재영AIDAS Lab

   관련도관련 논문 1편비중 3%
   • 2026MatKV: Trading Compute for Flash Storage in LLM InferenceICDE
10. KAIST·자연어처리·LLM

    임경태MLP Lab

    관련도관련 논문 1편비중 3%
    • 2026KFinEval: A Curated Benchmark Suite for Real-World Korean Financial Language UnderstandingEMNLP Findings
11. SNU·자연어처리·LLM

    조요한

    관련도관련 논문 1편비중 2%
    • 2026MatKV: Trading Compute for Flash Storage in LLM InferenceICDE
12. KAIST·머신러닝

    이상완AI Brain Lab

    관련도관련 논문 1편비중 2%
    • 2026Rethinking credit assignment in cooperative MARL via interventional reward responseNeurIPS
13. KAIST·AI for Science

    최윤재

    관련도관련 논문 1편비중 2%
    • 2026K-FinHallu: A Hallucination Detection Benchmark for Multi-Turn RAG in Korean FinanceEMNLP Findings
14. SNU·컴퓨터 비전

    곽노준MIPAL Lab

    관련도관련 논문 1편비중 1%
    • 2026Advancing Entropy-Level Credit Assignment in RLVR via Proximal Entropy Policy OptimizationNeurIPS
15. KAIST·AI for Science

    예종철BISPL

    관련도관련 논문 1편비중 1%
    • 2026PCPO: Proportionate Credit Policy Optimization for Preference Alignment of Image Generation ModelsICLR
16. POSTECH·머신러닝

    김동우, 옥정슬, 박상돈, 박은혁ML Lab

    관련도관련 논문 1편비중 1%
    • 2026MJ: Multi-turn LLM Jailbreaking via Decomposed Credit AssignmentNeurIPS
17. SNU·AI for Science

    정수종Climate Lab

    관련도관련 논문 2편비중 5%
    • 2024Assessing the impact of urbanization on forest carbon stocks and social costs using a machine learning approachScience of the Total Environment
    • 2023Estimation of forest carbon stock in South Korea using machine learning with high-resolution remote sensing dataAtmosphere
18. SNU·인간-AI 상호작용

    권가진CC Lab

    관련도관련 논문 1편비중 5%
    • 2025Examining the Impact of Expression Fragmentation and Number Redundancy on Financial QA taskBigComp
19. SNU·자연어처리·LLM

    유영재PI Lab

    관련도관련 논문 1편비중 1%
    • 2025NMIXX: Domain-Adapted Neural Embeddings for Cross-Lingual eXploration of FinanceCIKM
20. Yonsei·머신러닝

    송경우MLAI Lab

    관련도관련 논문 1편비중 1%
    • 2025A Double-Edged Sword: Benchmarking the Trade-off Between Bias Mitigation and Helpfulness of LLM Guardrails in FinanceCIKM
21. POSTECH·머신러닝

    전광성Interactive Machine Learning Lab

    관련도관련 논문 1편비중 5%
    • 2024Tight Concentrations and Confidence Sequences From the Regret of Universal PortfolioIEEE Transactions on Information Theory
22. SNU·데이터 마이닝

    강필성DSBA Lab

    관련도관련 논문 1편비중 2%
    • 2024FINALE : Finance Domain Instruction-Tuning Dataset with High-Quality Rationales via Chain-of-Thought PromptingIJCAI
23. Yonsei·머신러닝

    조성배SCLAB

    관련도관련 논문 1편비중 1%
    • 2024Elitist-opposition-based artificial electric field algorithm for higher-order neural network optimization and financial time series forecastingFinancial Innovation
24. KU·머신러닝

    이성환PRML Lab

    관련도관련 논문 1편비중 1%
    • 2024Uncertainty-Aware Portfolio Management with Risk-Sensitive Multi-Agent NetworkIEEE TNNLS
25. KAIST·머신러닝

    김기응AIPR Lab

    관련도관련 논문 1편비중 4%
    • 2023Trustworthy residual vehicle value prediction for auto financeAI Magazine
26. KAIST·AI 시스템

    김주영CAST Lab

    관련도관련 논문 1편비중 1%
    • 2023LightTrader: A Standalone AI-enabled High-Frequency Trading System with 16 TFLOPS / 64 TOPS Deep Learning Inference AcceleratorsHPCA
27. KAIST·머신러닝

    최재식SAIL Lab

    관련도관련 논문 1편비중 2%
    • 2023CR-COPEC: Causal Rationale of Corporate Performance Changes to learn from Financial ReportsEMNLP Findings
28. KAIST·AI 시스템

    한동수INA Lab

    관련도관련 논문 1편비중 4%
    • 2023FlexPass: A Case for Flexible Credit-based Transport for Datacenter NetworksEuroSys

2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.