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cs.SE2025
Incentives and Outcomes in Bug Bounties
Serena Wang, Martino Banchio, Krzysztof Kotowicz +3
Bug bounty programs have contributed significantly to security in technology firms in the last decade, but little is known about the role of reward incentives in producing useful o…
cs.LG2025
Metritocracy: Representative Metrics for Lite Benchmarks
Ariel Procaccia, Benjamin Schiffer, Serena Wang +1
A common problem in LLM evaluation is how to choose a subset of metrics from a full suite of possible metrics. Subset selection is usually done for efficiency or interpretability r…
cs.GT2025
The Disparate Effects of Partial Information in Bayesian Strategic Learning
Srikanth Avasarala, Serena Wang, Juba Ziani
We study how partial information about scoring rules affects fairness in strategic learning settings. In strategic learning, a learner deploys a scoring rule, and agents respond st…