| 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 | 397* | 2018 |
| 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 | 360 | 2017 |
| 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 | 124 | 2020 |
| " We Have No Idea How Models will Behave in Production until Production": How Engineers Operationalize Machine Learning S Shankar, R Garcia, JM Hellerstein, AG Parameswaran Proceedings of the ACM on Human-Computer Interaction 8 (CSCW1), 1-34, 2024 | 82* | 2024 |
| Who validates the validators? aligning llm-assisted evaluation of llm outputs with human preferences S Shankar, JD Zamfirescu-Pereira, B Hartmann, A Parameswaran, ... Proceedings of the 37th Annual ACM Symposium on User Interface Software and …, 2024 | 62* | 2024 |
| Towards Observability for Production Machine Learning Pipelines S Shankar, A Parameswaran arXiv preprint arXiv:2108.13557, 2021 | 32 | 2021 |
| Spade: Synthesizing data quality 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 | 21 | 2024 |
| Revisiting prompt engineering via declarative crowdsourcing AG Parameswaran, S Shankar, P Asawa, N Jain, Y Wang arXiv preprint arXiv:2308.03854, 2023 | 21 | 2023 |
| 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 | 14 | 2023 |
| 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 | 13* | 2023 |
| Rethinking streaming machine learning evaluation S Shankar, B Herman, AG Parameswaran arXiv preprint arXiv:2205.11473, 2022 | 13 | 2022 |
| 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 | 11 | 2022 |
| Towards accurate and efficient document analytics with large language models Y Lin, M Hulsebos, R Ma, S Shankar, S Zeigham, AG Parameswaran, ... arXiv preprint arXiv:2405.04674, 2024 | 9 | 2024 |
| DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing S Shankar, T Chambers, T Shah, AG Parameswaran, E Wu arXiv preprint arXiv:2410.12189, 2024 | 8 | 2024 |
| 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 | 5 | 2019 |
| It took longer than i was expecting: Why is dataset search still so hard? M Hulsebos, W Lin, S Shankar, A Parameswaran Proceedings of the 2024 Workshop on Human-In-the-Loop Data Analytics, 1-4, 2024 | 4 | 2024 |
| Building Reactive Large Language Model Pipelines with Motion S Shankar, AG Parameswaran Companion of the 2024 International Conference on Management of Data, 520-523, 2024 | 1 | 2024 |
| LLM-Powered Proactive Data Systems S Zeighami, Y Lin, S Shankar, A Parameswaran arXiv preprint arXiv:2502.13016, 2025 | | 2025 |
| Eighth Workshop on Data Management for End-to-End Machine Learning (DEEM) M Hulsebos, M Interlandi, S Shankar Companion of the 2024 International Conference on Management of Data, 651-652, 2024 | | 2024 |
| 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 |
Aditya ParameswaranAssociate Professor, UC BerkeleyOverená e-mailová adresa na: berkeley.edu