Kevin M. Chen

PhD Student, OSU CSE
...

Hello, my name is Kevin Michael Chen, also known as “Acicula” Chen and 陳啟文 (Chen Chi-wen). I am currently a Ph.D. student in Computer Science and Engineering at The Ohio State University, advised by Dr. Anish Arora.

My research interests are driven by a fundamental question: How do learned models work internally to produce the behaviors we observe? I am particularly interested in mechanistic interpretability, especially as it relates to physical world models and cross-modal generative AI.

Beyond academia, I am a self-taught guitarist with over a decade of experience, drawing much of my inspiration from John Mayer's early acoustic work, particularly Inside Wants Out and Room for Squares. Check out my JM covers here.

I was born in Seattle and spent most of my life in Taiwan. I have since returned to the U.S. to pursue my Ph.D.

Education

Nat'l Taiwan Univ.
Class of 2017
M.S., Electrical Engineering

Graduate Institute of Electrical Engineering
National Taiwan University, Taipei, Taiwan

Nat'l Cheng Kung Univ.
Class of 2015
B.S., Photonics

Department of Photonics
National Cheng Kung University, Tainan, Taiwan

Affiliation

The Ohio State Univ.
2022-present
Ph.D. Student

Advisor: Dr. Anish Arora
Computer Science and Engineering
The Ohio State University, Columbus, Ohio, USA

Academia Sinica
2019-2021
Research Assistant

Tainan City Govt.
2017-2018
Substitute Military Service

Bureau of Transportation
Tainan City Government, Tainan, Taiwan

Nat'l Taiwan Univ.
2015-2017
Grad. Research Assistant

Advisor: Prof. Farn Wang
Automated Verification & Software Testing Lab
National Taiwan University, Taipei, Taiwan

Taipei Digital Group
2016
Summar Intern

Taipei Digital Group, Taipei, Taiwan

Nat'l Cheng Kung Univ.
2013-2014
Undergraduate

PVPEC Lab, Department of Photonics
National Cheng Kung University, Tainan, Taiwan

Publications

Interpreting Convolutional Neural Networks for Device-Free Wi-Fi Fingerprinting Indoor Localization via Information Visualization

Kevin M. Chen, Ronald Y. Chang, and Shing-Jiuan Liu
2019, IEEE Access

What Physics do Data-Driven MoCap-to-Radar Models Learn?

Kevin M. Chen, Kenneth W. Parker, and Anish Arora
2026, IEEE Radar Conference, (RadarConf 2026)

MoCap2Radar: A Spatiotemporal Transformer for Synthesizing Micro-Doppler Radar Signatures from Motion Capture

Kevin M. Chen, Kenneth W. Parker, and Anish Arora
2026, 59th Hawaii International Conference on System Sciences, (HICSS-59 2026)

A Comparative Study of Deep-Learning-Based Semi-Supervised Device-Free Indoor Localization

Kevin M. Chen and Ronald Y. Chang
2021, IEEE Global Communications Conference, (GLOBECOM2021)

Semi-Supervised Learning with GANs for Device-Free Fingerprinting Indoor Localization

Kevin M. Chen and Ronald Y. Chang
2020, IEEE Global Communications Conference, (GLOBECOM2020)

"Automated Cloud Sandbox Deployment for implementing DevOps"

Chi-Wen Chen and Farn Wang
2017, Taiwan Conference on Software Engineering, (TCSE2017)

LAWFUL: Law-Aligned Witness for Faithful Use of Latents

Kevin M. Chen, Kenneth W. Parker, and Anish Arora
2026, Mechanistic Interpretability Workshop at the 43rd International Conference on Machine Learning, (ICML 2026)

Guitars Collection

2021-
Martin OM-28 John Mayer

This guitar was luckily found and purchased through a friend (also a big fan of John Mayer) working in a guitar shop in Taipei, Taiwan. The guitar is the first official John Mayer Signature model made by Martin and was produced as a limited run of only 404, and I own the #173. The guitar features a solid Engelmann spruce top and solid East Indian rosewood back and sides.

2025-
Fender Custom Shop Wildwood 10 Relic-Ready 1961 Stratocaster

I eventually bit the bullet and splurged on a Fender Custom Shop. I feel like I've already used up all my luck finding an OM-28JM, so thinking I could ever get my hands on a Black1 is probably a bit delusional. With that in mind, I once considered getting a PRS Silver Sky, but in the end, I still went with Fender, which, to me, has a certain soul and authenticity.

2012-
Martin HD-28

This guitar was purchased for celebrating my 20-year-old birthday and is the one that introduces me to Martin Guitar. After years of practicing, at that moment, I thought it is time to have an all-solid guitar, and luckily I found this pre-owned Martin at a guitar shop in Tainan, Taiwan. The guitar features a solid Sitka spruce top and solid East Indian rosewood back and sides.

2011-
YAMAHA F310

This is my first acoustic guitar. I purchased it at an inconspicuous local guitar shop near my home in Tainan, Taiwan.

2016-
Fender Japan Stratocaster, 1993

This pre-owned guitar is a gift from my aunt. The guitar features a Floyd Rose vibrato system. While this guitar is super unplayable due to its broken vibrato system, which makes it easily out of tune.

2016-2021
Martin D-18 Gorden Era

This guitar was purchased during my graduation trip to Fukuoka, Japan in 2016. The guitar features a solid Adirondack spruce top and Genuine Mahogany back and sides. The guitar was later sold due to its playability, vintage V-shape neck making me hard to play JM's song. The sound of this guitar is pretty amzing though.

2018-2021
Fender American Vintage '52 Telecaster

This guitar was purchased at a famous guitar shop in Taipei, Taiwan. It is my first electric guitar, officially. At that moment, I felt like playing JM's electric licks. Despite I had sold it since I later realized I am just an acoustic guy lol.