1 citations · 2 across the 4 of their papers we have counts for
4 papers
What Do We Care About in Bandits with Noncompliance? BRACE: Bandits with Recommendations, Abstention, and Certified Effects
Nicolás Della Penna
Bandits with noncompliance separate the learner's recommendation from the treatment actually delivered, so the learning target itself must be chosen. A platform may care about reco…
Constant Function Market Making, Social Welfare and Maximal Extractable Value
Bruno Mazorra, Nicolás Della Penna
We consider the social welfare that can be facilitated by a constant function market maker (CFMM). When there is sufficient liquidity available to the CFMM, it can approximate the…
Towards Prior-Free Approximately Truthful One-Shot Auction Learning via Differential Privacy
Daniel Reusche, Nicolás Della Penna
Designing truthful, revenue maximizing auctions is a core problem of auction design. Multi-item settings have long been elusive. Recent work (arXiv:1706.03459) introduces effective…
Compliance-Aware Bandits
Nicolás Della Penna, Mark D. Reid, David Balduzzi
Motivated by clinical trials, we study bandits with observable non-compliance. At each step, the learner chooses an arm, after, instead of observing only the reward, it also observ…