Trustworthy Machine Learning Lab
Konkuk Univ.
Department of Computer Science & Engineering
Konkuk Univ.
Department of Computer Science & Engineering
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2026년도 2학기 대학원생(학석박통합/석사/석박통합)을 모집하고 있습니다.
인공지능에서의 프라이버시, 보안, 신뢰성 등에 관심이 있는 학생은 swhong06@konkuk.ac.kr로 연락주세요.
News
[May. 2026] Our paper about Efficient LLM has been accepted to IEEE Transactions on Circuits and Systems II: Express Briefs.
[May. 2026] Our paper about Efficient VLA Pretrainig has been accepted to ICML.
[May. 2026] Our team has been selected to lead the 'Global Talent Development in Copyright Technology' project, supported by the Ministry of Culture, Sports and Tourism (MCST) and Korea Creative Content Agency (KOCCA).
[April. 2026] Our team has been selected to lead the 'Advanced Industry Talent Training Bootcamp' project, supported by the Korea Institute for Advancement of Technology (KIAT).
[April. 2026] Prof. Hong will serve as an Area Chair (AC) for NeurIPS 2026.
[April. 2026] Our paper about Efficient Large Language Model has been accepted to ACL 2026.
[April. 2026] Our paper about Fair and Efficient Model has been accepted to IEEE Transactions on Image Processing.
[Mar. 2026] Our team has been selected to lead the 'Verifiable Privacy-Preserving Machine Unlearning' project, as part of 신진연구.
[Mar. 2026] Our paper about Efficient Fidelity Estimation for Quantum State has been accepted to Phyiscal Review A.
[Mar. 2026] Our paper about Communication using AI has been accepted to IEEE Wireless Communication Letters.
[Jan. 2026] Prof. Hong delivered an invited talk on XAI at the Sejong University.
[Jan. 2026] Our Lab introduce a GPU server equipped with 2 X NVIDIA RTX Pro 6000 GPU. (198GB VRAM)
[Jan. 2026] Prof. Hong delivered an invited talk on generative AI and privacy at the National Institute for Mathematical Sciences.
[Nov. 2025] Our Lab have established a partnership with Theta Labs by signing an MOU.
[Nov. 2025] Our paper about Reliable Generative AI has been accepted to AAAI 2026 as an Oral Presentation.
[Sep. 2025] Our paper about Enhancing Data Privacy in Generative AI has been accepted to NeurIPS 2025.
[Aug. 2025] Our team has been selected to lead the 'Coded Parallel Tensor Network Contraction for Robust and Efficient Quantum Circuit Simulation' project, as part of the 우수신진연구.
[Aug. 2025] Our team at Konkuk University has been selected for the 그룹연구인력양성 사업.
[Feb. 2025] Our paper about Explainable AI has been accepted to AAAI 2025.
Research Topics
본 연구실은 사람의 의도와 사회적 규범에 맞게 행동하는 신뢰성 인공지능을 목표로 아래와 같은 주제를 연구합니다.
Vision-Language-Action Model
Keyword: VLA, View-Invariant Representation, Action-Centric
Keyword: VLA, Autonomous Vehicle, XAI
General AI
Keyword: Adversarial Attack, Transfer Attack, Model Ensemble
Keyword: Fair & Explainable AI
Generative AI
Keyword: Reliable Generative AI, Constrained Generation
Keyword: Memorization, Generative AI, Copyright