Incentive aware learning for large markets
WebFeb 25, 2024 · We propose learning policies that are robust to such strategic behavior. These policies use the outcomes of the auctions, rather than the submitted bids, to … WebWe design an incentive-aware learning objective that captures the distance of a market outcome from equilibrium. Using this objective, we analyze the complexity of learning as …
Incentive aware learning for large markets
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WebDec 8, 2024 · Dynamic incentive-aware learning: robust pricing in contextual auctions Authors: Negin Golrezaei , Adel Javanmard , Vahab Mirrokni Authors Info & Claims NIPS'19: Proceedings of the 33rd International Conference on Neural Information Processing SystemsDecember 2024 Article No.: 875 Pages 9759–9769 Published: 08 December 2024 … 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.
WebMar 19, 2024 · A seller who repeatedly sells ex ante identical items via the second-price auction is considered, finding that if the seller attempts to dynamically update a common reserve price based on the bidding history, this creates an incentive for buyers to shade their bids, which can hurt revenue. Expand 7 Highly Influenced PDF WebLearning optimal strategies to commit to. B Peng, W Shen, P Tang, S Zuo. ... Incentive-aware learning for large markets. A Epasto, M Mahdian, V Mirrokni, S Zuo. Proceedings of the …
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' … Weblearning stable market outcomes under uncertainty. Our primary setting is matching with transferable utilities, where the platform both matches agents and sets mone-tary …
WebJul 25, 2024 · Incentive-Aware Learning for Large Markets. In WWW. 1369--1378. Michael Feldman, Sorelle A Friedler, John Moeller, Carlos Scheidegger, and Suresh Venkatasubramanian. 2015. Certifying and removing disparate impact. In KDD. 259--268. Benjamin Fish, Jeremy Kun, and Ádám D Lelkes. 2016. A confidence-based approach for …
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