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Shreya Shankar
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Adversarial examples that fool both computer vision and time-limited humans
G Elsayed, S Shankar, B Cheung, N Papernot, A Kurakin, I Goodfellow, ...
Advances in neural information processing systems 31, 2018
3602018
No classification without representation: Assessing geodiversity issues in open data sets for the developing world
S Shankar, Y Halpern, E Breck, J Atwood, J Wilson, D Sculley
arXiv preprint arXiv:1711.08536, 2017
2872017
Enabling certification of verification-agnostic networks via memory-efficient semidefinite programming
S Dathathri, K Dvijotham, A Kurakin, A Raghunathan, J Uesato, RR Bunel, ...
Advances in Neural Information Processing Systems 33, 5318-5331, 2020
1012020
Operationalizing machine learning: An interview study
S Shankar, R Garcia, JM Hellerstein, AG Parameswaran
arXiv preprint arXiv:2209.09125, 2022
372022
Towards Observability for Production Machine Learning Pipelines
S Shankar, A Parameswaran
arXiv preprint arXiv:2108.13557, 2021
22*2021
Bolt-on, compact, and rapid program slicing for notebooks
S Shankar, S Macke, S Chasins, A Head, A Parameswaran
Proceedings of the VLDB Endowment 15 (13), 4038-4047, 2022
8*2022
Revisiting prompt engineering via declarative crowdsourcing
AG Parameswaran, S Shankar, P Asawa, N Jain, Y Wang
arXiv preprint arXiv:2308.03854, 2023
72023
Rethinking streaming machine learning evaluation
S Shankar, B Herman, AG Parameswaran
arXiv preprint arXiv:2205.11473, 2022
72022
Automatic and Precise Data Validation for Machine Learning
S Shankar, L Fawaz, K Gyllstrom, A Parameswaran
Proceedings of the 32nd ACM International Conference on Information and …, 2023
4*2023
Adversarial examples influence human visual perception
GF Elsayed, S Shankar, B Cheung, N Papernot, A Kurakin, I Goodfellow, ...
Journal of Vision 19 (10), 190c-190c, 2019
42019
Subtle adversarial image manipulations influence both human and machine perception
V Veerabadran, J Goldman, S Shankar, B Cheung, N Papernot, A Kurakin, ...
Nature Communications 14 (1), 4933, 2023
22023
SPADE: Synthesizing Assertions for Large Language Model Pipelines
S Shankar, H Li, P Asawa, M Hulsebos, Y Lin, JD Zamfirescu-Pereira, ...
arXiv preprint arXiv:2401.03038, 2024
12024
Seventh Workshop on Data Management for End-to-End Machine Learning (DEEM)
M Boehm, M Hulsebos, S Shankar, P Varma
Companion of the 2023 International Conference on Management of Data, 305-306, 2023
2023
Berkeley Databases Prelim Notes
S Shankar
2022
Predictive Modeling: A Retrospective
S Shankar
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Prace 1–15