이상징후탐지, 데이터 마이닝/기계학습 응용, 보안, 프라이버시, 인간과컴퓨터상호작용, 인공위성시스템, 융합
학력
Ph.D. Computer Science, 2017 University of Southern California (USC), Los Angeles, CA
약력/경력
연구원, 미국 항공우주국 제트추진연구소 (NASA-JPL)
학술지 논문
(2024)
Patch-wise vector quantization for unsupervised medical anomaly detection.
PATTERN RECOGNITION LETTERS.
184,
(2024)
Hardening Interpretable Deep Learning Systems: Investigating Adversarial Threats and Defenses.
IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING.
21,
4
(2024)
A real-world pharmacovigilance study on cardiovascular adverse events of tisagenlecleucel using machine learning approach.
SCIENTIFIC REPORTS.
14,
1
(2023)
Design and evaluation of highly accurate smart contract code vulnerability detection framework.
DATA MINING AND KNOWLEDGE DISCOVERY.
13,
1
(2023)
Expectation-Maximization via Pretext-Invariant Representations.
IEEE ACCESS.
11,
(2023)
Evaluating Trustworthiness and Racial Bias in Face Recognition APIs Using Deepfakes.
COMPUTER.
56,
5
(2023)
Distance adaptive graph convolutional gated network-based smart air quality monitoring and health risk prediction in sensor-devoid urban areas.
SUSTAINABLE CITIES AND SOCIETY.
91,
1
(2023)
DID We Miss Anything?: Towards Privacy-Preserving Decentralized ID Architecture.
IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING.
20,
6
(2023)
An overhead-free region-based JPEG framework for task-driven image compression.
PATTERN RECOGNITION LETTERS.
165,
1
(2022)
PasswordTensor: Analyzing and explaining password strength using tensor decomposition.
COMPUTERS & SECURITY.
116,
(2022)
A Survey of Deep Learning-Based Object Detection Methods and Datasets for Overhead Imagery.
IEEE ACCESS.
10,
1
(2022)
ORVAE: One-Class Residual Variational Autoencoder for Voice Activity Detection in Noisy Environment.
NEURAL PROCESSING LETTERS.
54,
3
(2021)
Detecting handcrafted facial image manipulations and GAN-generated facial images using Shallow-FakeFaceNet.
APPLIED SOFT COMPUTING.
105,
1
(2021)
Neural network laundering: Removing black-box backdoor watermarks from deep neural networks.
COMPUTERS & SECURITY.
106,
(2021)
Will EU's GDPR Act as an Effective Enforcer to Gain Consent?.
IEEE ACCESS.
9,
1
(2021)
A Security Analysis of Blockchain-Based Did Services.
IEEE ACCESS.
9,
1
(2020)
Real Time Localized Air Quality Monitoring and Prediction Through Mobile and Fixed IoT Sensing Network.
IEEE ACCESS.
8,
(2020)
CAN-ADF: The controller area network attack detection framework.
COMPUTERS & SECURITY.
94,
1
(2019)
Design and evaluation of 3D CAPTCHAs.
COMPUTERS & SECURITY.
82,
(2019)
You Walk, We Authenticate: Lightweight Seamless Authentication Based on Gait in Wearable IoT Systems.
IEEE ACCESS.
7,
특허/프로그램
딥러닝 모델의 학습 데이터 삭제 방법 및 장치.
17-8817-53_____.
20241227.
대한민국
딥러닝과 자기조직화지도를 이용한 가상물리시스템에서의 이상치 탐지.
10-2022-0003261.
20231127.
대한민국
수상/공훈
국가보안연구소 원장상, 한국정보보호학회 동계학술대회 2018
장려상, 정보보호 데이터첼린지 2017
우수논문상, 한국정보보호학회 동계학술대회 2017
우수논문상, WISA 학회 2016
학술회의논문
(2025)
Gradient Alignment for Cross-Domain Face Anti-Spoofing.
Conference on Computer Vision and Pattern Recognition.
미국
(2024)
MIXAD: Memory-Induced Explainable Time Series Anomaly Detection.
IEEE International Conference on Pattern Recognition.
인도
(2024)
SSMT: Few-Shot Traffic Forecasting with Single Source Meta-Transfer Learning.
IEEE International Conference on Pattern Recognition.
인도
(2024)
Satellite State Prediction and Maneuver Detection Analysis using NCDEs.
IEEE International Conference on Pattern Recognition.
인도
(2024)
Bridging Optimal Transport and Jacobian Regularization by Optimal Trajectory for Enhanced Adversarial Defense.
Asian Conference on Computer Vision.
베트남
(2024)
LoLI-Street: Benchmarking Low-Light Image Enhancement and Beyond.
Asian Conference on Computer Vision.
베트남
(2024)
Continuous Memory Representation for Anomaly Detection.
European Conference on Computer Vision.
이탈리아
(2024)
Blind-Match: Efficient Homomorphic Encryption-Based 1:N Matching for Privacy-Preserving Biometric Identification.
ACM Conference on Information and Knowledge Management.
미국
(2024)
Deep Journey Hierarchical Attention Networks for Predictions in Digital Marketing.
ACM Conference on Information and Knowledge Management.
미국
(2024)
UGAD: Universal Generative AI Detector utilizing Frequency Fingerprints.
ACM Conference on Information and Knowledge Management.
미국
(2024)
Decomposed Attention Segment Recurrent Neural Network for Orbit Prediction.
ACM SIGKDD Conference on Knowledge Discovery and Data Mining.
스페인
(2024)
Disrupting Diffusion-based Inpainters with Semantic Digression.
International Joint Conference on Artificial Intelligence.
대한민국
(2024)
Gradient Alignment for Cross-Domain Face Anti-Spoofing.
Conference on Computer Vision and Pattern Recognition.
미국
(2024)
Relation-Aware Label Smoothing for Self-KD.
Pacific-Asia Conference on Knowledge Discovery and Data Mining.
대만
(2024)
SEE: Spherical Embedding Expansion for Improving Deep Metric Learning.
Pacific-Asia Conference on Knowledge Discovery and Data Mining.
대만
(2024)
STLGRU: Spatio-Temporal Lightweight Graph GRU for Traffic Flow Prediction.
Pacific-Asia Conference on Knowledge Discovery and Data Mining.
대만
(2024)
Saliency-aware Time Series Anomaly Detection for Space Applications.
Pacific-Asia Conference on Knowledge Discovery and Data Mining.
대만
(2024)
Action Attention GRU: A Data-Driven Approach for EnhancingPurchase Predictions in Digital Marketing.
ACM SIGAPP Symposium on Applied Computing.
스페인
(2024)
RAAD: Reinforced Adversarial Anomaly Detector.
ACM SIGAPP Symposium on Applied Computing.
스페인
(2024)
All but One: Surgical Concept Erasing with Model Preservation in Text-to-Image Diffusion Models.
AAAI Conference on Artificial Intelligence.
캐나다
발전기금
