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Korea AI Labs

금융 AI

Financial AI · 연구실 28곳 · 논문 38편

다른 주제·대학과 함께 찾기
POSTECH3/15
KU3/23
Yonsei4/37
KAIST9/57
SNU9/84
칸 하나가 연구실 하나예요. 이 주제 논문이 많을수록 밝아요.

관련 연구실

등급은 학회·저널 분류이며 연구실 순위가 아닙니다.

  1. SNU데이터 마이닝

    강유Data Mining Lab

    관련 논문 5편비중 8%연구 분야에 명시
    • 2026Diffusion Models for Risk-Aware Portfolio Optimization WSDM
    • 2026RiskBound: Risk-Aware Boundary-Guided Portfolio Optimization via Action Space Reshaping KDD
    • 2025Mitigating Distribution Shift in Stock Price Data via Return-Volatility Normalization for Accurate Prediction CIKM
  2. Yonsei데이터 마이닝

    김하영MLCF Lab

    관련 논문 3편비중 11%연구 분야에 명시
    • 2026Can Multimodal Large Language Models Extract Investment Signals from Financial Charts? Evidence from Portfolio Backtests Finance Research Letters
    • 2026Dynamic Factor-Informed Reinforcement Learning for Enhancing Portfolio Optimization Financial Innovation
    • 2025Hierarchical Multi-modal Fusion Architecture Search for Stock Market Forecasting Applied Soft Computing
  3. KU자연어처리·LLM

    정우환Autonomous AI Lab

    관련 논문 3편비중 17%연구 분야에 명시
    • 2025Hierarchical Retrieval with Evidence Curation for Open-Domain Financial Question Answering on Standardized Documents ACL Findings
    • 2025CARE: A Framework for Correcting Numerical Hallucinations in LLM-Generated Financial Texts CAI
    • 2023Exploring the Impact of Corpus Diversity on Financial Pretrained Language Models EMNLP Findings
  4. KU머신러닝

    Anh TongStochastic Dynamics and Machine Learning Lab

    연구 분야에 명시
  5. KAIST머신러닝

    문일철AAI Lab

    관련 논문 2편비중 5%
    • 2025Finance and Market Concentration Using Agent-Based Modeling: Evidence from South Korea Journal of Artificial Societies and Social Simulation
    • 2024The relationship between housing finance and inequality Journal of Economic Interaction and Coordination
  6. SNUAI 시스템

    이상원VLDB Lab

    관련 논문 1편비중 10%
    • 2026MatKV: Trading Compute for Flash Storage in LLM Inference ICDE
  7. POSTECH머신러닝

    박상돈Trustworthy ML Lab

    관련 논문 1편비중 5%
    • 2026MJ: Multi-turn LLM Jailbreaking via Decomposed Credit Assignment NeurIPS
  8. Yonsei데이터 마이닝

    장백철ANDLab

    관련 논문 2편비중 5%
    • 2024Enhancing financial sentiment analysis ability of language model via targeted numerical change-related masking IEEE Access
    • 2024Heterogeneous macroeconomic factors' effects on stocks across sizes, styles, and sectors in the South Korean market PLOS ONE
  9. SNU자연어처리·LLM

    도재영AIDAS Lab

    관련 논문 1편비중 3%
    • 2026MatKV: Trading Compute for Flash Storage in LLM Inference ICDE
  10. KAIST자연어처리·LLM

    임경태MLP Lab

    관련 논문 1편비중 3%
    • 2026KFinEval: A Curated Benchmark Suite for Real-World Korean Financial Language Understanding EMNLP Findings
  11. SNU자연어처리·LLM

    조요한

    관련 논문 1편비중 2%
    • 2026MatKV: Trading Compute for Flash Storage in LLM Inference ICDE
  12. KAIST머신러닝

    이상완AI Brain Lab

    관련 논문 1편비중 2%
    • 2026Rethinking credit assignment in cooperative MARL via interventional reward response NeurIPS
  13. KAISTAI for Science

    최윤재

    관련 논문 1편비중 2%
    • 2026K-FinHallu: A Hallucination Detection Benchmark for Multi-Turn RAG in Korean Finance EMNLP Findings
  14. SNU컴퓨터 비전

    곽노준MIPAL Lab

    관련 논문 1편비중 1%
    • 2026Advancing Entropy-Level Credit Assignment in RLVR via Proximal Entropy Policy Optimization NeurIPS
  15. KAISTAI for Science

    예종철BISPL

    관련 논문 1편비중 1%
    • 2026PCPO: Proportionate Credit Policy Optimization for Preference Alignment of Image Generation Models ICLR
  16. POSTECH머신러닝

    김동우, 옥정슬, 박상돈, 박은혁ML Lab

    관련 논문 1편비중 1%
    • 2026MJ: Multi-turn LLM Jailbreaking via Decomposed Credit Assignment NeurIPS
  17. SNUAI for Science

    정수종Climate Lab

    관련 논문 2편비중 5%
    • 2024Assessing the impact of urbanization on forest carbon stocks and social costs using a machine learning approach Science of the Total Environment
    • 2023Estimation of forest carbon stock in South Korea using machine learning with high-resolution remote sensing data Atmosphere
  18. SNU인간-AI 상호작용

    권가진CC Lab

    관련 논문 1편비중 5%
    • 2025Examining the Impact of Expression Fragmentation and Number Redundancy on Financial QA task BigComp
  19. SNU자연어처리·LLM

    유영재PI Lab

    관련 논문 1편비중 1%
    • 2025NMIXX: Domain-Adapted Neural Embeddings for Cross-Lingual eXploration of Finance CIKM
  20. Yonsei머신러닝

    송경우MLAI Lab

    관련 논문 1편비중 1%
    • 2025A Double-Edged Sword: Benchmarking the Trade-off Between Bias Mitigation and Helpfulness of LLM Guardrails in Finance CIKM
  21. POSTECH머신러닝

    전광성Interactive Machine Learning Lab

    관련 논문 1편비중 5%
    • 2024Tight Concentrations and Confidence Sequences From the Regret of Universal Portfolio IEEE Transactions on Information Theory
  22. SNU데이터 마이닝

    강필성DSBA Lab

    관련 논문 1편비중 2%
    • 2024FINALE : Finance Domain Instruction-Tuning Dataset with High-Quality Rationales via Chain-of-Thought Prompting IJCAI
  23. Yonsei머신러닝

    조성배SCLAB

    관련 논문 1편비중 1%
    • 2024Elitist-opposition-based artificial electric field algorithm for higher-order neural network optimization and financial time series forecasting Financial Innovation
  24. KU머신러닝

    이성환PRML Lab

    관련 논문 1편비중 1%
    • 2024Uncertainty-Aware Portfolio Management with Risk-Sensitive Multi-Agent Network IEEE TNNLS
  25. KAIST머신러닝

    김기응AIPR Lab

    관련 논문 1편비중 4%
    • 2023Trustworthy residual vehicle value prediction for auto finance AI Magazine
  26. KAISTAI 시스템

    김주영CAST Lab

    관련 논문 1편비중 1%
    • 2023LightTrader: A Standalone AI-enabled High-Frequency Trading System with 16 TFLOPS / 64 TOPS Deep Learning Inference Accelerators HPCA
  27. KAIST머신러닝

    최재식SAIL Lab

    관련 논문 1편비중 2%
    • 2023CR-COPEC: Causal Rationale of Corporate Performance Changes to learn from Financial Reports EMNLP Findings
  28. KAISTAI 시스템

    한동수INA Lab

    관련 논문 1편비중 4%
    • 2023FlexPass: A Case for Flexible Credit-based Transport for Datacenter Networks EuroSys