1.1k citations · 1.4k across the 52 of their papers we have counts for
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Combinatorial Attacks on Binarized Neural Networks
Elias B. Khalil, Amrita Gupta, Bistra Dilkina
Binarized Neural Networks (BNNs) have recently attracted significant interest due to their computational efficiency. Concurrently, it has been shown that neural networks may be ove…
Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial Optimization
Bryan Wilder, Bistra Dilkina, Milind Tambe
Creating impact in real-world settings requires artificial intelligence techniques to span the full pipeline from data, to predictive models, to decisions. These components are typ…
Emergence and Evolution of Hierarchical Structure in Complex Systems
Payam Siyari, Bistra Dilkina, Constantine Dovrolis
It is well known that many complex systems, both in technology and nature, exhibit hierarchical modularity: smaller modules, each of them providing a certain function, are used wit…