WebGolrezaei, Jaillet, and Liang: Incentive-aware Contextual Pricing with Non-parametric Market Noise 2 mation about items features/contexts. In such environments, designing optimal policies involves learning buyers’ demand, which is a mapping from item features and offered prices to the likelihood of the item being sold. WebJan 1, 2024 · In this paper, we are agnostic about how the signals are learned and hence the learning problem is out of the scope. Nevertheless, the line of work on incentive-aware learning [Epasto et...
[2002.11137] Dynamic Incentive-aware Learning: Robust Pricing in ...
WebIn this talk, I will give an overview of my work on Incentive-Aware Machine Learning for Decision Making, which studies the effects of strategic behavior both to institutions and … Weblearning stable market outcomes under uncertainty. Our primary setting is matching with transferable utilities, where the platform both matches agents and sets mone-tary … eagle island eagle id
The Importance of Competition for the American Economy
WebOct 14, 2024 · Abstract. Motivated by pricing in ad exchange markets, we consider the problem of robust learning of reserve prices against strategic buyers in repeated contextual second-price auctions. Buyers’ valuations for an item depend on the context that describes the item. However, the seller is not aware of the relationship between the context and ... WebFeb 25, 2024 · Motivated by pricing in ad exchange markets, we consider the problem of robust learning of reserve prices against strategic buyers in repeated contextual second-price auctions. Buyers' valuations for an item depend on the context that describes the item. However, the seller is not aware of the relationship between the context and buyers' … WebIn this paper, we study such incentive-aware learning problem in a general setting and show that it is possible to approximately optimize the objective function under two assumptions: (i) each individual agent is a "small" (part of the market); and (ii) there is a cost … eagle island indian ocean