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Aidin Niaparast

3 accepted papers

2024

Binary Search with Distributional Predictions

NeurIPS 2024poster

Algorithms with (machine-learned) predictions is a powerful framework for combining traditional worst-case algorithms with modern machine learning. However, the vast majority of work in this space assumes that the prediction itself is non-probabilistic, even if it is generated by some stochastic pr…

2024

Incremental Topological Ordering and Cycle Detection with Predictions

ICML 2024poster

This paper leverages the framework of algorithms-with-predictions to design data structures for two fundamental dynamic graph problems: incremental topological ordering and cycle detection. In these problems, the input is a directed graph on $n$ nodes, and the $m$ edges arrive one by one. The data s…