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Joon Sik Kim
Joon Sik Kim
ML Research @ DynamoAI; PhD @ CMU
Verified email at alumni.cmu.edu - Homepage
Title
Cited by
Cited by
Year
Representer point selection for explaining deep neural networks
CK Yeh, J Kim, IEH Yen, PK Ravikumar
Advances in neural information processing systems 31, 2018
2802018
Pllay: Efficient topological layer based on persistent landscapes
K Kim, J Kim, M Zaheer, J Kim, F Chazal, L Wasserman
Advances in Neural Information Processing Systems 33, 15965-15977, 2020
692020
FACT: A diagnostic for group fairness trade-offs
JS Kim, J Chen, A Talwalkar
International Conference on Machine Learning, 5264-5274, 2020
612020
Interpretable machine learning: Moving from mythos to diagnostics
V Chen, J Li, JS Kim, G Plumb, A Talwalkar
Communications of the ACM 65 (8), 43-50, 2022
602022
Model-agnostic characterization of fairness trade-offs
JS Kim, J Chen, A Talwalkar
arXiv preprint arXiv:2004.03424 8, 2020
212020
Sanity simulations for saliency methods
JS Kim, G Plumb, A Talwalkar
arXiv preprint arXiv:2105.06506, 2021
172021
Bayesian persuasion for algorithmic recourse
K Harris, V Chen, J Kim, A Talwalkar, H Heidari, SZ Wu
Advances in Neural Information Processing Systems 35, 11131-11144, 2022
142022
Best practices for interpretable machine learning in computational biology
V Chen, M Yang, W Cui, JS Kim, A Talwalkar, J Ma
Biorxiv, 2022.10. 28.513978, 2022
142022
Towards connecting use cases and methods in interpretable machine learning
V Chen, J Li, JS Kim, G Plumb, A Talwalkar
arXiv preprint arXiv:2103.06254 20, 36, 2021
92021
A rotation invariant latent factor model for moveme discovery from static poses
MR Ronchi, JS Kim, Y Yue
2016 IEEE 16th International Conference on Data Mining (ICDM), 1179-1184, 2016
72016
Assisting Human Decisions in Document Matching
JS Kim, V Chen, D Pruthi, NB Shah, A Talwalkar
arXiv preprint arXiv:2302.08450, 2023
62023
Automated dependence plots
D Inouye, L Leqi, JS Kim, B Aragam, P Ravikumar
Conference on Uncertainty in Artificial Intelligence, 1238-1247, 2020
42020
Applying interpretable machine learning in computational biology—pitfalls, recommendations and opportunities for new developments
V Chen, M Yang, W Cui, JS Kim, A Talwalkar, J Ma
Nature methods 21 (8), 1454-1461, 2024
32024
Diagnostic Curves for Black Box Models.
DI Inouye, L Leqi, JS Kim, B Aragam, P Ravikumar
arXiv preprint arXiv:1912.01108, 2019
12019
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