3 papers
stat.ML2026
Algorithms with Calibrated Machine Learning Predictions
Judy Hanwen Shen, Ellen Vitercik, Anders Wikum
The field of algorithms with predictions incorporates machine learning advice in the design of online algorithms to improve real-world performance. A central consideration is the e…
cs.DS2025
Optimal Rounding for Two-Stage Bipartite Matching
Tristan Pollner, Amin Saberi, Anders Wikum
We study two-stage bipartite matching, in which the edges of a bipartite graph on vertices are revealed in two batches. In stage one, a matching must be selecte…
cs.LG2025
LLMs for Cold-Start Cutting Plane Separator Configuration
Connor Lawless, Yingxi Li, Anders Wikum +2
Mixed integer linear programming (MILP) solvers expose hundreds of parameters that have an outsized impact on performance but are difficult to configure for all but expert users. E…