arXiv Machine Learning By Sura Alhanouti, G\"uzin Bayraksan, Parinaz Naghizadeh

Robust Strategic Classification under Decision-Dependent Cost Uncertainty

Read the original on arXiv Machine Learning →

arXiv:2606. 30136v1 Announce Type: new Abstract: Humans facing algorithmic decision systems have been found to ``game'' them by altering their input data (at a cost to them) in order to favorably change the algorithmic outcomes they receive (at a cost to the algorithm).

Summary generated by The Flow from the publisher's feed. The full article lives at arXiv Machine Learning.

arXiv Machine Learning
Jun 29

Non-Linear Strategic Classification Made Practical

arXiv:2606. 28204v1 Announce Type: cross Abstract: Algorithmic developments in Strategic Classification have been mostly limited to linear classifiers in settings where the best response has a closed-form solution or can be easily approximated.

By Jack Geary, Boyan Gao, Henry Gouk
arXiv AI
Jun 9

Beyond Rational Illusion: Behaviorally Realistic Strategic Classification

arXiv:2605. 19674v2 Announce Type: replace Abstract: Strategic classification(SC) studies the interaction between decision models and agents who strategically manipulate their features for favorable outcomes.

By Xinpeng Lv, Yunxin Mao, Renzhe Xu, Chunyuan Zheng, Yikai Chen, Haoxuan Li, Yang Shi, Jinxuan Yang, Zhouchen Lin, Yuanlong Chen, Yuanxing Zhang, Shaowu Yang, Wenjing Yang, Haotian Wang