PD
Priya L. Donti
cs.LGmath.OCcs.AIcs.SYeess.SYstat.MLcs.CYecon.GNElectricityq-fin.EC
On Valency
published · living versionsW_wcphbuf7·v1 · currentpublished
Time to AC-t: When AC-transmission changes capacity expansion planning
with Lara Booth, Shiva Madadkhani, Ruaridh Macdonald
1 version
Preprints & journals
24 papers in the corpus · 2017–2026DCEmbed: Scalable Optimization over Neural Surrogates2609.33879v1 · Akshay Sreekumar, Nicolas Christianson, Priya L. Donti et al.2026 · 0 citationsarXiv
Modeling of Network Constraints in Large-scale Capacity Expansion Optimization of Power Grids2608.28893v1 · Yu Weng, Lara Booth, Priya L. Donti et al.2026 · 0 citationsWeng, Yu, et al. "Modeling of network constraints in large-scale capacity expansion optimization of power grids." Electric Power Systems Research 263 (2027): 113779
Scalable Self-Supervised Learning for Multiphase AC-OPF in Distribution Systems with Topology Reconfiguration2608.25095v2 · Hoang T. Nguyen, Shaohui Liu, Reetam Sen Biswas et al.2026 · 0 citationsarXiv
Optimization Under Uncertainty for Energy Infrastructure Planning: A Synthesis of Methods, Tools, and Open Challenges2604.10795v2 · Rahman Khorramfar, Aron Brenner, Lara Booth et al.2026 · 0 citationsarXiv
Improving Feasibility via Fast Autoencoder-Based Projections2604.03489v1 · Maria Chzhen, Priya L. Donti2026 · 0 citationsarXiv
Cheap Thrills: Effective Amortized Optimization Using Inexpensive Labels2603.05495v2 · Khai Nguyen, Petros Ellinas, Anvita Bhagavathula et al.2026 · 0 citationsarXiv
Strategic bid response under automated market power mitigation in electricity markets2511.20812v1 · Chiara Fusar Bassini, Jacqueline Adelowo, Priya L. Donti et al.2025 · 0 citationsarXiv
PF: A Benchmark Dataset for Power Flow under Load, Generation, and Topology Variations2510.22048v4 · Ana K. Rivera, Anvita Bhagavathula, Alvaro Carbonero et al.2025 · 0 citationsNeurIPS 2025
FSNet: Feasibility-Seeking Neural Network for Constrained Optimization with Guarantees2506.00362v2 · Hoang T. Nguyen, Priya L. Donti2025 · 1 citationarXiv
RL2Grid: Benchmarking Reinforcement Learning in Power Grid Operations2503.23101v2 · Enrico Marchesini, Benjamin Donnot, Constance Crozier et al.2025 · 0 citationsarXiv
Physics-Informed Graph Neural Networks for Robust AC-Optimal Power Flow2410.04818v2 · Anna Varbella, Damien Briens, Blazhe Gjorgiev et al.2024 · 1 citationarXiv
Defining 'Good': Evaluation Framework for Synthetic Smart Meter Data2407.11785v1 · Sheng Chai, Gus Chadney, Charlot Avery et al.2024 · 6 citationsarXiv
Improving Policy Optimization via -Retrain2406.08315v2 · Luca Marzari, Priya L. Donti, Changliu Liu et al.2024 · 1 citationarXiv
Application-Driven Innovation in Machine Learning2403.17381v2 · David Rolnick, Alan Aspuru-Guzik, Sara Beery et al.2024 · 3 citationsPublished at ICML 2024 in the Position Papers track
Proceedings of AAAI 2022 Fall Symposium: The Role of AI in Responding to Climate Challenges2212.13631v5 · Feras A. Batarseh, Priya L. Donti, J'an Drgona et al.2022 · 6 citationsarXiv
Adversarially Robust Learning for Security-Constrained Optimal Power Flow2111.06961v1 · Priya L. Donti, Aayushya Agarwal, Neeraj Vijay Bedmutha et al.2021 · 12 citationsarXiv
Enforcing Policy Feasibility Constraints through Differentiable Projection for Energy Optimization2105.08881v1 · Bingqing Chen, Priya Donti, Kyri Baker et al.2021 · 40 citationsarXiv
DC3: A learning method for optimization with hard constraints2104.12225v1 · Priya L. Donti, David Rolnick, J. Zico Kolter2021 · 68 citationsInternational Conference on Learning Representations 2021
Enforcing robust control guarantees within neural network policies2011.08105v2 · Priya L. Donti, Melrose Roderick, Mahyar Fazlyab et al.2020 · 32 citationsInternational Conference on Learning Representations 2021
How Much Are We Saving after All? Characterizing the Effects of Commonly Varying Assumptions on Emissions and Damage Estimates in PJM.31380628 · Donti, Priya L, Kolter, J Zico, Azevedo, Inês Lima2019 · 19 citationsEnvironmental science & technology. 2019;53(16):9905-9914
Tackling Climate Change with Machine Learning1906.05433v2 · David Rolnick, Priya L. Donti, Lynn H. Kaack et al.2019 · 1,357 citationsarXiv
SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver1905.12149v1 · Po-Wei Wang, Priya L. Donti, Bryan Wilder et al.2019 · 77 citationsarXiv
Matrix Completion for Low-Observability Voltage Estimation1801.09799v2 · Priya L. Donti, Yajing Liu, Andreas J. Schmitt et al.2018 · 102 citationsarXiv
Task-based End-to-end Model Learning in Stochastic Optimization1703.04529v4 · Priya L. Donti, Brandon Amos, J. Zico Kolter2017 · 202 citationsAdvances in Neural Information Processing Systems (pp. 5484-5494) (2017)
Career total: 47 works. 24 are in this corpus.
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