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
(2025)
Toward a robust approach to multivariate time series anomaly detection.
JOURNAL OF MICRO-NANOPATTERNING MATERIALS AND METROLOGY-JM3.
24,
4
(2025)
Stealthy Query-Efficient Opaque Attack Against Interpretable Deep Learning.
IEEE TRANSACTIONS ON RELIABILITY.
74,
3
(2025)
Development of Deep Learning-Based Algorithm for Extracting Abnormal Deceleration Patterns.
World Electric Vehicle Journal.
16,
1
(2025)
MIRACLE: Malware image recognition and classification by layered extraction.
Data Mining and Knowledge Discovery.
39,
1
(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
(2024)
EAE-GAN: Emotion-Aware Emoji Generative Adversarial Network for Computational Modeling Diverse and Fine-Grained Human Emotions.
IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS.
11,
3
(2024)
Design and evaluation of highly accurate smart contract code vulnerability detection framework.
DATA MINING AND KNOWLEDGE DISCOVERY.
38,
3
(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
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
(2026)
GAN or DM? In-depth Analysis and Evaluation of AI-generated Face Data for Generalizable Deepfake Detection.
ACM SIGAPP Symposium on Applied Computing.
이탈리아
(2025)
RUAGO: Effective and Practical Retain-Free Unlearning via Adversarial Attack and OOD Generator.
Conference on Neural Information Processing Systems.
미국
(2025)
Through the Lens: Benchmarking Deepfake Detectors Against Moiré-Induced Distortions.
Conference on Neural Information Processing Systems.
미국
(2025)
Anomaly Detection for Advanced Driver Assistance System with NCDE-based Normalizing Flow.
ACM Conference on Information and Knowledge Management.
대한민국
(2025)
Beyond Masking: Landmark-based Representation Learning and Knowledge-Distillation for Audio-Visual Deepfake Detection.
ACM Conference on Information and Knowledge Management.
대한민국
(2025)
FakeChain: Exposing Shallow Cues in Multi-Step Deepfake Detection.
ACM Conference on Information and Knowledge Management.
대한민국
(2025)
MU-OT: Effective and Unified Machine Unlearning with Optimal Transport for Feature Realignment.
ACM Conference on Information and Knowledge Management.
대한민국
(2025)
Seeing Through the Blur: Unlocking Defocus Maps for Deepfake Detection.
ACM Conference on Information and Knowledge Management.
대한민국
(2025)
From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users.
ACM Multimedia Conference.
아일랜드
(2025)
PromptFlare: Prompt-Generalized Defense via Cross-Attention Decoy in Diffusion-Based Inpainting.
ACM Multimedia Conference.
아일랜드
(2025)
SpecXNet: A Dual-Domain Convolutional Network for Robust Deepfake Detection.
ACM Multimedia Conference.
아일랜드
(2025)
DIA: The Adversarial Exposure of Deterministic Inversion in Diffusion Models.
International Conference on Computer Vision.
미국
(2025)
SpecGuard: Spectral Projection-based Advanced InvisibleWatermarking.
International Conference on Computer Vision.
미국
(2025)
Translation of Text Embedding via Delta Vector to Suppress Strongly Entangled Content in Text-to-Image Diffusion Models.
International Conference on Computer Vision.
미국
(2025)
HiDF: A Human-Indistinguishable Deepfake Dataset.
ACM SIGKDD Conference on Knowledge Discovery and Data Mining.
캐나다
(2025)
Gradient Alignment for Cross-Domain Face Anti-Spoofing.
Conference on Computer Vision and Pattern Recognition.
미국
(2025)
Fairness and Robustness in Machine Unlearning.
International World Wide Web Conference.
오스트레일리아
(2025)
Saliency-Aware Diffusion Reconstruction for Effective Invisible Watermark Removal.
International World Wide Web Conference.
오스트레일리아
(2025)
Towards Safe Synthetic Image Generation On the Web: A Multimodal Robust NSFW Defense and Million Scale Dataset.
International World Wide Web Conference.
오스트레일리아
(2025)
High-Fidelity Face Age Transformation via Hierarchical Encoding and Contrastive Learning.
ACM SIGAPP Symposium on Applied Computing.
이탈리아
발전기금
