Recurrent Neural Goodness-of-Fit Test for Time SeriesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 |
Decision-Focused Learning: Foundations, State of the Art, Benchmark and
Future OpportunitiesJournal of Artificial Intelligence Research (JAIR), 2023 |
Uncertainty-Aware Robust Learning on Noisy GraphsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 |
Backpropagation of Unrolled Solvers with Folded OptimizationInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 |
Massively Digitized Power Grid: Opportunities and Challenges of
Use-inspired AIProceedings of the IEEE (Proc. IEEE), 2022 |
Causal Decision Making and Causal Effect Estimation Are Not the Same...
and Why It MattersINFORMS Journal on Data Science (INFORMS J. Data Sci.), 2021 |
Smart Predict-and-Optimize for Hard Combinatorial Optimization ProblemsAAAI Conference on Artificial Intelligence (AAAI), 2019 |
Differentiable Convex Optimization LayersNeural Information Processing Systems (NeurIPS), 2019 |
Deep Declarative Networks: A New HopeIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019 |
End to end learning and optimization on graphsNeural Information Processing Systems (NeurIPS), 2019 |
Smart "Predict, then Optimize"Management Sciences (MS), 2017 |