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Yaniv Yacoby
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Cruds: Counterfactual recourse using disentangled subspaces
M Downs, JL Chu, Y Yacoby, F Doshi-Velez, W Pan
ICML WHI 2020, 1-23, 2020
482020
Failure modes of variational autoencoders and their effects on downstream tasks
Y Yacoby, W Pan, F Doshi-Velez
arXiv preprint arXiv:2007.07124, 2020
192020
“If it didn’t happen, why would I change my decision?”: How Judges Respond to Counterfactual Explanations for the Public Safety Assessment
Y Yacoby, B Green, CL Griffin Jr, F Doshi-Velez
Proceedings of the AAAI Conference on Human Computation and Crowdsourcing 10 …, 2022
142022
Bacoun: Bayesian classifers with out-of-distribution uncertainty
T Guénais, D Vamvourellis, Y Yacoby, F Doshi-Velez, W Pan
arXiv preprint arXiv:2007.06096, 2020
132020
Uncertainty-aware (una) bases for deep bayesian regression using multi-headed auxiliary networks
S Thakur, C Lorsung, Y Yacoby, F Doshi-Velez, W Pan
arXiv preprint arXiv:2006.11695, 2020
92020
Characterizing and avoiding problematic global optima of variational autoencoders
Y Yacoby, W Pan, F Doshi-Velez
Symposium on Advances in Approximate Bayesian Inference, 1-17, 2020
52020
Idiographic Prediction of Suicidal Thoughts: Building Personalized Machine Learning Models with Real-Time Monitoring Data
S Wang, Y Yacoby, W Pan, K Bentley, S Bird, R Buonopane, A Christie, ...
PsyArXiv, 2023
42023
Mitigating the effects of non-identifiability on inference for Bayesian neural networks with latent variables
Y Yacoby, W Pan, F Doshi-Velez
Journal of Machine Learning Research 23 (244), 1-54, 2022
3*2022
The application of machine learning methods to evaluate predictors of live birth in programmed thaw cycles
D Vaughan, W Pan, Y Yacoby, EA Seidler, AQ Leung, F Doshi-Velez, ...
Fertility and Sterility 112 (3), e273, 2019
32019
An empirical analysis of the advantages of finite-vs infinite-width bayesian neural networks
J Yao, Y Yacoby, B Coker, W Pan, F Doshi-Velez
arXiv preprint arXiv:2211.09184, 2022
22022
Empowering First-Year Computer Science Ph. D. Students to Create a Culture that Values Community and Mental Health
Y Yacoby, J Girash, DC Parkes
Proceedings of the 54th ACM Technical Symposium on Computer Science …, 2023
12023
Towards Model-Agnostic Posterior Approximation for Fast and Accurate Variational Autoencoders
Y Yacoby, W Pan, F Doshi-Velez
arXiv preprint arXiv:2403.08941, 2024
2024
But What Did You Actually Learn? Improving Inference for Non-Identifiable Deep Latent Variable Models
Y Yacoby
Harvard University, 2023
2023
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Articles 1–13