Lipton, Zachary C.

The Mythos of Model Interpretability: In machine learning, the concept of interpretability is both important and slippery.

Lipton, Z. C. (2018) · Queue

Explainable Artificial Intelligence (XAI)Ethics and Social Impacts of AI

Cited by 5,427

The Mythos of Model Interpretability

Lipton, Z. C. (2016) · arXiv

Explainable Artificial Intelligence (XAI)Ethics and Social Impacts of AI

Cited by 5,422

Learning to Diagnose with LSTM Recurrent Neural Networks

Lipton, Z. C., Kale, D. C., Elkan, C., & Wetzel, R. (2015) · arXiv

Machine Learning in HealthcareArtificial Intelligence in Healthcare

Cited by 879

Learning Robust Global Representations by Penalizing Local Predictive Power

Wang, H., Ge, S., Xing, E. P., & Lipton, Z. C. (2019) · arXiv

Domain Adaptation and Few-Shot LearningAdvanced Neural Network Applications

Cited by 337

Troubling Trends in Machine Learning Scholarship: Some ML papers suffer from flaws that could mislead the public and stymie future research.

Lipton, Z. C., & Steinhardt, J. (2019) · Queue

Academic Writing and PublishingAcademic Publishing and Open Access

Cited by 231

Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift

Rabanser, S., Günnemann, S., & Lipton, Z. C. (2018) · arXiv

Domain Adaptation and Few-Shot LearningData Stream Mining Techniques

Cited by 204

Learning to Deceive with Attention-Based Explanations

Pruthi, D., Gupta, M., Dhingra, B., Neubig, G., & Lipton, Z. C. (2020) · Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics

Explainable Artificial Intelligence (XAI)Ethics and Social Impacts of AI

Cited by 203

Red-Teaming for Generative AI: Silver Bullet or Security Theater?

Feffer, M., Sinha, A., Deng, W. H., Lipton, Z. C., & Heidari, H. (2024) · Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society

Ethics and Social Impacts of AIAdversarial Robustness in Machine Learning

Cited by 75

Weakly- and Semi-supervised Evidence Extraction

Pruthi, D., Dhingra, B., Neubig, G., & Lipton, Z. C. (2020) · Findings of the Association for Computational Linguistics: EMNLP 2020

Explainable Artificial Intelligence (XAI)Topic Modeling

Cited by 13

Moral Machine or Tyranny of the Majority?

Feffer, M., Heidari, H., & Lipton, Z. C. (2023) · arXiv

Game Theory and Voting SystemsEthics and Social Impacts of AI

Cited by 11

Rethinking LLM Memorization through the Lens of Adversarial Compression

Schwarzschild, A., Feng, Z., Maini, P., Lipton, Z. C., & Kolter, J. Z. (2024) · arXiv

Adversarial Robustness in Machine LearningTopic Modeling

Cited by 5