Alan Minchan Kim

Hi there 👋 I’m Alan.
I’m an undergraduate student studying Computer Science at Seoul National University, interested in practical and impactful research.
My primary research focus lies in the intersection of machine learning, applied cryptography, and computational neuroscience.
I’m deeply interested in developing a secure cloud memory system inspired by the human hippocampus—one that continuously collects, stores, and utilizes an individual’s lifetime of egocentric data.
Through this work, I aim to create an AI replica that shares your memories and acts with your intent. To achieve this, the system must (i) securely store and share your memories, (ii) think, speak, and act like you, and (iii) synchronize with you seamlessly and actively.
More specifically, my research interests include:
-
Machine Learning
(a) Secure RAG
(b) Secure Semantic Search
(c) Secure Imitation Learning -
Applied Cryptography
(a) Homomorphic Encryption
(b) Multi-Party Computation
(c) Private Information Retrieval -
Computational Neuroscience
(a) Principles of How the Hippocampus Stores and Recalls Memories
(b) Principles of How the Brain Learns and Generalizes Knowledge
If you share these interests or would like to explore potential collaborations, please feel free to reach out!
News
Jan 28, 2025 | My co-first author paper CANVAS got accepted to ICRA 2025! ![]() |
---|---|
Dec 15, 2024 | My co-first author paper CANVAS won the Outstanding Paper Award at NeurIPS 2024 Workshop! ![]() |
Sep 30, 2024 | My co-first author paper CUPID got accepted to ICDM 2024 Workshop! ![]() |
Jul 01, 2024 | My co-first author paper ESREAL got accepted to ECCV 2024! ![]() |
Selected Publications
- CUPID: A Real-Time Session-Based Reciprocal Recommendation System for a One-on-One Social Discovery PlatformInternational Conference on Data Mining (ICDM) 2024 Worshop DMU2