We study PAC learning in the presence of strategic manipulation, where data points may modify their features certain predefined ways order to receive a better outcome. show that vanilla ERM principle fails achieve any nontrivial guarantee this context. Instead, we propose an incentive-aware version which has asymptotically optimal sample complexity. then focus our attention on incentive-compati...

The ability to upregulate cognitive control in motivationally salient situations was examined in individuals with schizophrenia (patients) and healthy controls. Fifty-four patients and 39 healthy controls were recruited. A computerized monetary response conflict task required participants to identity a picture, over which was printed a matching (congruent), neutral, or incongruent word. This ba...

We initiate the study of incentive-compatible forecasting competitions in which multiple forecasters make predictions about one or more events and compete for a single prize. have two objectives: (1) to incentivize report truthfully (2) award prize most accurate forecaster. Proper scoring rules truthful reporting if all are paid according their scores. However, incentives become distorted only ...