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Alexandra Zytek
Alexandra Zytek
PhD Student, Massachusetts Institute of Technology
Email confirmado em mit.edu - Página inicial
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Sibyl: Understanding and Addressing the Usability Challenges of Machine Learning In High-Stakes Decision Making
A Zytek, D Liu, R Vaithianathan, K Veeramachaneni
IEEE Transactions on Visualization and Computer Graphics 28 (1), 1161-1171, 2021
542021
Wind-Aware Trajectory Planning for Fixed-Wing Aircraft in Loss of Thrust Emergencies
S Paul, F Hole, A Zytek, CA Varela
2018 IEEE/AIAA 37th Digital Avionics Systems Conference (DASC), 1-10, 2018
502018
VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models
F Cheng, D Liu, F Du, Y Lin, A Zytek, H Li, H Qu, K Veeramachaneni
IEEE Transactions on Visualization and Computer Graphics 28 (1), 378-388, 2021
462021
The Need for Interpretable Features: Motivation and Taxonomy
A Zytek, I Arnaldo, D Liu, L Berti-Equille, K Veeramachaneni
KDD Explorations, 2022
392022
When Does Uncertainty Matter?: Understanding the Impact of Predictive Uncertainty in ML Assisted Decision Making
S McGrath, P Mehta, A Zytek, I Lage, H Lakkaraju
Transactions on Machine Learning Research, 2023, 2020
27*2020
MTV: Visual analytics for detecting, investigating, and annotating anomalies in multivariate time series
D Liu, S Alnegheimish, A Zytek, K Veeramachaneni
Proceedings of the ACM on Human-Computer Interaction 6 (CSCW1), 1-30, 2022
262022
LLMs for XAI: Future Directions for Explaining Explanations
A Zytek, S Pidò, K Veeramachaneni
2024 ACM CHI Workshop on Human-Centered Explainable AI (HCXAI), 2024
142024
Sibyl: Explaining Machine Learning Models for High-Stakes Decision Making
A Zytek, D Liu, R Vaithianathan, K Veeramachaneni
Extended Abstracts of the 2021 CHI Conference on Human Factors in Computing …, 2021
92021
Explingo: Explaining AI Predictions using Large Language Models
A Zytek, S Pido, S Alnegheimish, L Berti-Equille, K Veeramachaneni
IEEE International Conference on Big Data (IEEE BigData 2024), 2024
2024
Pyreal: A Framework for Interpretable ML Explanations
A Zytek, WE Wang, D Liu, L Berti-Equille, K Veeramachaneni
arXiv preprint arXiv:2312.13084, 2023
2023
Lessons from Usable ML Deployments Applied to Wind Turbine Monitoring
A Zytek, WE Wang, S Koukoura, K Veeramachaneni
2023 Neurips Workshop on XAI in Action: Past, Present, and Future Applications, 2023
2023
Towards usable machine learning
A Zytek
Massachusetts Institute of Technology, 2021
2021
Flight trajectory planning for fixed-wing aircraft in loss of thrust emergencies
S Paul, F Hole, A Zytek, CA Varela
Second International Conference on InfoSymbiotics / DDDAS (Dynamic Data …, 2017
2017
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