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Zachary C. Lipton
Zachary C. Lipton
Assistant Professor of Machine Learning at CMU
Verified email at cmu.edu - Homepage
Title
Cited by
Cited by
Year
The Mythos of Model Interpretability
ZC Lipton
Communications of the ACM (CACM), 2016
3305*2016
A critical review of recurrent neural networks for sequence learning
ZC Lipton, J Berkowitz, C Elkan
arXiv preprint arXiv:1506.00019, 2015
23282015
Learning to Diagnose with LSTM Recurrent Neural Networks
ZC Lipton, DC Kale, C Elkan, R Wetzell
International Conference on Learning Representations (ICLR), 2015
11132015
Born again neural networks
T Furlanello, ZC Lipton, M Tschannen, L Itti, A Anandkumar
International Conference on Machine Learning (ICML), 2018
6672018
Dive into Deep Learning
AJS Aston Zhang, Zachary C. Lipton, Mu Li
pre-print, 2020
501*2020
Stochastic activation pruning for robust adversarial defense
GS Dhillon, K Azizzadenesheli, ZC Lipton, J Bernstein, J Kossaifi, ...
International Conference on Learning Representations (ICLR), 2018
4652018
Optimal thresholding of classifiers to maximize F1 measure
ZC Lipton, C Elkan, B Naryanaswamy
European Conference on Machine Learning (ECML), 225-239, 2014
395*2014
Modeling Missing Data in Clinical Time Series with RNNs
ZC Lipton, DC Kale, R Wetzel
Machine Learning for Healthcare (MLHC), 2016
385*2016
Deep Active Learning for Named Entity Recognition
Y Shen, H Yun, ZC Lipton, Y Kronrod, A Anandkumar
International Conference on Learning Representations (ICLR), 2018
3612018
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data
D Kaushik, E Hovy, ZC Lipton
International Conference on Learning Representations (ICLR), 2020
2862020
Detecting and Correcting for Label Shift with Black Box Predictors
ZC Lipton, YX Wang, A Smola
International Conference on Machine Learning (ICML), 2018
2792018
Troubling Trends in Machine Learning Scholarship
ZC Lipton, J Steinhardt
Communications of the ACM 62 (6), 45-53, 2019
258*2019
Differential privacy and machine learning: a survey and review
Z Ji, ZC Lipton, C Elkan
arXiv preprint arXiv:1412.7584, 2014
2472014
What is the Effect of Importance Weighting in Deep Learning?
J Byrd, Z Lipton
International Conference on Machine Learning (ICML), 872-881, 2019
2122019
Efficient exploration for dialogue policy learning with BBQ-networks
ZC Lipton, J Gao, L Li, X Li, F Ahmed, L Deng
Association for the Advancement of Artificial Intelligence (AAAI), 2018
203*2018
Precise Recovery of Latent Vectors from Generative Adversarial Networks
ZC Lipton, S Tripathi
ICLR Workshop 2017, 2017
1882017
How Much Reading Does Reading Comprehension Require? A Critical Investigation of Popular Benchmarks
D Kaushik, ZC Lipton
Empirical Methods in Natural Language Processing (EMNLP), 2018
1852018
Combating Adversarial Misspellings with Robust Word Recognition
D Pruthi, B Dhingra, ZC Lipton
Association for Computational Linguistics (ACL), 2019
1812019
Does mitigating ML’s impact disparity require treatment disparity?
ZC Lipton, A Chouldechova, J McAuley
Advances in Neural Information Processing Systems (NeurIPS), 2018
167*2018
Learning robust global representations by penalizing local predictive power
H Wang, S Ge, EP Xing, ZC Lipton
Advances in Neural Information Processing Systems (NeurIPS), 2019
1592019
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