2 papers
cs.DS2026
Incremental Strongly Connected Components with Predictions
Ronald Deng, Samuel McCauley, Aidin Niaparast +5
Algorithms with predictions is a growing area that aims to leverage machine-learned predictions to design faster beyond-worst-case algorithms. In this paper, we use this framework…
cs.DS2025
Incremental Approximate Single-Source Shortest Paths with Predictions
Samuel McCauley, Benjamin Moseley, Aidin Niaparast +2
The algorithms-with-predictions framework has been used extensively to develop online algorithms with improved beyond-worst-case competitive ratios. Recently, there is growing inte…