Strategic classification for non-uniform preferences using penalty labels and randomisation
Strategic classification for non-uniform preferences using penalty labels and randomisation
M. Singh,Ankur A. Kulkarni
2025 · DOI: 10.1007/s10458-025-09725-5
Autonomous Agents and Multi-Agent Systems · 0 Citations
TLDR
Two learning algorithms are proposed and compared, Vanilla ERM and Strategy-aware ERM, and a heuristic for selecting the one that yields a classifier both robust to strategic manipulation and efficiently learnable is provided.