CHI-WEI LEE李騏維 RESEARCH NOTEBOOK研究手帖
SECTION 06 · PROFILE第 06 節 · 個人簡介

ABOUT關於

I work where neuroscience, computer vision, and 3D reconstruction meet: studying how brains and machines represent uncertainty, retrieve memory, and turn noisy evidence into a useful world model.我的工作位於腦神經、電腦視覺與 3D 重建的交界:研究大腦與機器如何表徵不確定性、提取記憶,並把雜訊證據轉成可用的世界模型。

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In my own words關於我

I graduated from National Tsing Hua University with a double major in Physics and Electrical Engineering & Computer Science (AI Track).

My theory work connects predictive coding, associative memory, and Bayesian inference. Two co-first-author manuscripts are under review: one identifies associative memory as the denoiser predictive coding requires; the other replaces point-estimate inference with preconditioned Langevin sampling.

At NTHU's Human-Centered Machine Intelligence Lab, I combine computer vision and generative modelling for 3D reconstruction from fMRI—decoding the spatial world represented by neural activity while quantifying uncertainty. In parallel, I have worked on controllable diffusion at Academia Sinica and robustness in chest X-ray classification. I am now one of nine delegates selected nationally for a 60-day AI × Brain and Neuroscience research placement at UCLA through Taiwan's Global Pathfinders Initiative, and I am looking for NeuroAI PhD positions for 2027 entry.

我畢業於國立清華大學,雙主修物理系與電機資訊學院學士班(AI 組)。

我的理論研究連結預測編碼、聯想記憶與貝氏推論。兩篇共同第一作者手稿正在審查:一篇指出聯想記憶正是預測編碼所需的去噪器;另一篇以 preconditioned Langevin sampling 取代只回傳單一點估計的推論。

在清華 HMI Lab,我結合電腦視覺與生成模型,進行從 fMRI 到 3D 空間的重建:解碼神經活動所表徵的空間世界,同時量化重建的不確定性。我也曾在中研院研究可控 diffusion,並投入胸腔 X 光分類的穩健性問題。目前透過教育部青年百億海外圓夢基金計畫,以全國九位代表之一的身分赴 UCLA 進行 60 天 AI × Brain and Neuroscience 研究,並尋找 2027 年入學的 NeuroAI 博士班機會。

Philadelphia, March 2025
Philadelphia, March 2025費城,2025 年 3 月
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Four years, beyond the CV履歷之外的四年

Paris · water · Hsinchu · varsity · graduation · UCLA巴黎 · 水下 · 新竹 · 校隊 · 畢業 · UCLA
Paris after the Grand Jamboree
01Event photograph現場影像Paris after the Grand JamboreeGrand Jamboree 之後的巴黎PARIS · 2023.11 · AFTER THE JAMBOREE
Below the surface, March 2024
02Field frame生活片段Below the surface, March 2024水面之下,2024 年 3 月BELOW THE SURFACE · 2024.03
First place, Maker Track, 2025 Mei-Chu Hackathon
03Event photograph現場影像First place, Maker Track, 2025 Mei-Chu Hackathon2025 梅竹黑客松創客交流組第一名HSINCHU · 2025 · MAKER TRACK FIRST PLACE
With the NTHU varsity football team, 2024
04Event photograph現場影像With the NTHU varsity football team, 2024國立清華大學足球校隊,2024 年NTHU · 2024 · VARSITY FOOTBALL
NTHU Physics graduates, one frame before the caps came down
05Event photograph現場影像NTHU Physics graduates, one frame before the caps came down清華物理畢業合影——學士帽落下前的一幀NTHU PHYSICS · 2026.04 · GRADUATION
NTHU Physics graduation portrait, 29 April 2026
06Event photograph現場影像NTHU Physics graduation portrait, 29 April 2026清華物理畢業合影,2026 年 4 月 29 日NTHU · 2026.04.29 · PHYSICS GRADUATION
Off the clock at UCLA, July 2026
07Field frame生活片段Off the clock at UCLA, July 2026研究之外的 UCLA,2026 年 7 月UCLA · 2026.07.12 · OFF THE CLOCK
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Profile簡歷

Alma mater母校

National Tsing Hua University國立清華大學

Major主修

Physics × EECS (AI Track), double major物理系 × 電資學士班(AI 組),雙主修

Now現況

HMI Lab, NTHU · 1 of 9 Global Pathfinders delegates at UCLA清華 HMI Lab · 全國 9 位海外圓夢代表之一,訪問 UCLA

Research lens研究視角

Neuroscience · computer vision · 3D reconstruction腦神經 · 電腦視覺 · 3D 重建

Looking for尋找

PhD positions in NeuroAI, 2027 entryNeuroAI 博士班,2027 入學

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Contact聯絡方式

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