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  • Explaining determinants of bank failure prediction via neural additive model

    연구실 논문 소개: 인공지능 설명성

    박민영 학부인턴, 이지용 학부인턴   ·   12 min read   ·   March 15, 2025

    2025   ·   lab-paper   post-hoc   neural-additive-model   interpretability   svm   mlp     ·   explainability  

  • Evaluating practical adversarial robustness of fault diagnosis systems via spectrogram-aware ensemble method

    연구실 논문 소개: 인공지능 강건성

    이지용 학부인턴, 윤채원 학부인턴   ·   10 min read   ·   March 12, 2025

    2025   ·   lab-paper   adversarial-attack   fault-diagnosis-system   spectrogram     ·   robustness  

  • Unified Gradient-Based Machine Unlearning with Remain Geometry Enhancement

    머신언러닝(Machine Unlearning) 논문 세미나 자료

    윤채원 학부인턴   ·   10 min read   ·   March 4, 2025

    2025   ·   lab-seminar   machine-unlearning   steepest-descent   hessian-approximation     ·   privacy  

  • SCRUB Unlearning and Disadvantage of it

    머신언러닝(Machine Unlearning) 논문 세미나 자료

    이지용 학부인턴   ·   8 min read   ·   March 4, 2025

    2025   ·   lab-seminar   machine-unlearning   SCRUB   rewind     ·   privacy  

  • Approximate Data Deletion from Machine Learning Models

    머신언러닝(Machine Unlearning) 논문 세미나 자료

    박민영 학부인턴   ·   8 min read   ·   February 25, 2025

    2025   ·   lab-seminar   machine-unlearning   pru   fit   evaluation-metrics     ·   privacy  

  • SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation

    머신언러닝(Machine Unlearning) 논문 세미나 자료

    윤채원 학부인턴   ·   8 min read   ·   February 18, 2025

    2025   ·   lab-seminar   machine-unlearning   salun   weight-saliency     ·   privacy  

  • Defensive Unlearning with Adversarial Trainng for Robust Concept Erasure in Diffusion Models

    머신언러닝(Machine Unlearning) 논문 세미나 자료

    이지용 학부인턴   ·   10 min read   ·   February 18, 2025

    2025   ·   lab-seminar   machine-unlearning   diffusion-model   adversarial-training     ·   privacy  

  • Machine Unlearning of Features and Labels

    머신언러닝(Machine Unlearning) 논문 세미나 자료

    박민영 학부인턴   ·   11 min read   ·   February 18, 2025

    2025   ·   lab-seminar   machine-unlearning   second-order   hessian     ·   privacy  

  • Amnesiac Machine Learning

    머신언러닝(Machine Unlearning) 논문 세미나 자료

    이지용 학부인턴   ·   13 min read   ·   February 6, 2025

    2025   ·   lab-seminar   machine-unlearning   amnesiac     ·   privacy  

  • Evaluating Machine Unlearning via Epistemic Uncertainty

    머신언러닝(Machine Unlearning) 논문 세미나 자료

    윤채원 학부인턴   ·   5 min read   ·   February 4, 2025

    2025   ·   lab-seminar   machine-unlearning   epistemic   uncertainty     ·   privacy  

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