Zhi Chen

Joined

May 2022

Names

Zhi Chen (Preferred)

Emails

****@duke.edu (Confirmed)

Personal Links

Career & Education History

PhD student

Duke University (duke.edu)

2018 – 2023

Advisors, Relations & Conflicts

PhD Advisor

2018 – 2023

Expertise

Interpretability

2018 – Present

Publications

Sparse and Faithful Explanations without Sparse Models
Yiyang Sun, Zhi Chen, Vittorio Orlandi, Tong Wang, Cynthia Rudin
- AISTATS 2024
- Readers: Everyone
Exploring and Interacting with the Set of Good Sparse Generalized Additive Models
Chudi Zhong, Zhi Chen, Jiachang Liu, Margo Seltzer, Cynthia Rudin
- NeurIPS 2023 poster
- Readers: Everyone
Exploring the Whole Rashomon Set of Sparse Decision Trees
Rui Xin, Chudi Zhong, Zhi Chen, Takuya Takagi, Margo Seltzer, Cynthia Rudin
- Published: 31 Oct 2022, Last Modified: 08 Feb 2026
- NeurIPS 2022 Accept
- Readers: Everyone
TimberTrek: Exploring and Curating Sparse Decision Trees with Interactive Visualization
Zijie J. Wang, Chudi Zhong, Rui Xin, Takuya Takagi, Zhi Chen, Duen Horng Chau, Cynthia Rudin, Margo I. Seltzer
- 2022 (modified: 15 Nov 2022)
- CoRR 2022
- Readers: Everyone
Exploring the Whole Rashomon Set of Sparse Decision Trees
Rui Xin, Chudi Zhong, Zhi Chen, Takuya Takagi, Margo I. Seltzer, Cynthia Rudin
- 2022 (modified: 15 Nov 2022)
- CoRR 2022
- Readers: Everyone
SegDiscover: Visual Concept Discovery via Unsupervised Semantic Segmentation
Haiyang Huang, Zhi Chen, Cynthia Rudin
- 2022 (modified: 15 Nov 2022)
- CoRR 2022
- Readers: Everyone
Interpretable Machine Learning: Fundamental Principles and 10 Grand Challenges
Cynthia Rudin, Chaofan Chen, Zhi Chen, Haiyang Huang, Lesia Semenova, Chudi Zhong
- 2021 (modified: 15 Nov 2022)
- CoRR 2021
- Readers: Everyone
How to See Hidden Patterns in Metamaterials with Interpretable Machine Learning
Zhi Chen, Alexander C. Ogren, Chiara Daraio, L. Catherine Brinson, Cynthia Rudin
- 2021 (modified: 15 Nov 2022)
- CoRR 2021
- Readers: Everyone
Using Explainable Boosting Machines (EBMs) to Detect Common Flaws in Data
Zhi Chen, Sarah Tan, Harsha Nori, Kori Inkpen, Yin Lou, Rich Caruana
- 2021 (modified: 15 Nov 2022)
- PKDD/ECML Workshops (1) 2021
- Readers: Everyone
Concept whitening for interpretable image recognition
Zhi Chen, Yijie Bei, Cynthia Rudin
- 2020 (modified: 15 Nov 2022)
- Nat. Mach. Intell. 2020
- Readers: Everyone

View all 12 publications

Co-Authors

View all 30 co-authors