Tackling Climate Change with Machine Learning D Rolnick, PL Donti, LH Kaack, K Kochanski, A Lacoste, K Sankaran, ... arXiv preprint arXiv:1906.05433, 2019 | 160 | 2019 |
Task-based end-to-end model learning in stochastic optimization P Donti, B Amos, JZ Kolter Advances in Neural Information Processing Systems, 5484-5494, 2017 | 108 | 2017 |
SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver PW Wang, PL Donti, B Wilder, Z Kolter International Conference on Machine Learning, 6545-6554, 2019 | 52 | 2019 |
Matrix Completion for Low-Observability Voltage Estimation PL Donti, Y Liu, AJ Schmitt, A Bernstein, R Yang, Y Zhang IEEE Transactions on Smart Grid 11 (3), 2520 - 2530, 2019 | 19* | 2019 |
How Much Are We Saving after All? Characterizing the Effects of Commonly Varying Assumptions on Emissions and Damage Estimates in PJM PL Donti, JZ Kolter, IL Azevedo Environmental Science & Technology 53 (16), 9905-9914, 2019 | 4 | 2019 |
Enforcing robust control guarantees within neural network policies PL Donti, M Roderick, M Fazlyab, JZ Kolter arXiv preprint arXiv:2011.08105, 2020 | 3 | 2020 |
Predicting the Quality of User Experiences to Improve Productivity and Wellness. PL Donti, J Rosenbloom, A Gruver, JC Boerkoel Jr AAAI, 4154-4155, 2015 | 2 | 2015 |
A Call for Universities to Develop Requirements for Community Engagement in AI Research E Black, J Williams, MA Madaio, PL Donti Fair & Responsible AI Workshop @ CHI2020, 2020 | 1 | 2020 |
How machine learning can help tackle climate change P Donti XRDS: Crossroads, The ACM Magazine for Students 27 (2), 58-61, 2020 | | 2020 |
Artificial Intelligence and Climate Change: Opportunities, considerations, and policy levers to align AI with climate change goals LH Kaack, PL Donti, E Strubell, D Rolnick Heinrich Böll Foundation E-Paper, 2020 | | 2020 |
Neural network with a layer solving a semidefinite program C Domokos, JZ Kolter, PW Wang, PL Donti US Patent App. 16/872,702, 2020 | | 2020 |
Forecasting Marginal Emissions Factors in PJM A Wang, PL Donti Tackling Climate Change with Machine Learning Workshop at NeurIPS 2020, 2020 | | 2020 |
Inverse Optimal Power Flow: Assessing the Vulnerability of Power Grid Data PL Donti, IL Azevedo, JZ Kolter AI for Social Good Workshop at NeurIPS 2018, 2018 | | 2018 |
Exploring Active and Passive Team-Based Coordination PL Donti, JC Boerkoel Jr 2014 AAAI Fall Symposium Series, 2014 | | 2014 |