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Coordinated Dynamic Bidding in Repeated Second-Price Auctions with Budgets

ICML 2023 · Bandits and online learning › Online convex optimization and games · approach: Learning for pricing and auctions · 2 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Coordinate bids with Hybrid Coordinated Pacing (HP) instead of independent pacing (IP)Coalition bidding · iPinYou Season 2 testing datacoalition welfareHelped
Coordinate bids with Hybrid Coordinated Pacing (HP) instead of independent pacing (IP)Coalition bidding · iPinYou Season 2 testing databidder utilityHelped
Coordinate bids with Coordinated Pacing (CP) instead of independent pacing (IP)Coalition bidding · iPinYou Season 2 testing datacoalition welfareHelped
Coordinate bids with Coordinated Pacing (CP) instead of independent pacing (IP)Coalition bidding · iPinYou Season 2 testing databidder utilityMixed
Coordinate bids with HP instead of IPCoalition bidding · Synthetic asymmetric distributionscoalition welfareHelped
Coordinate bids with HP instead of IPCoalition bidding · Synthetic asymmetric distributionsbidder utilityHelped
Coordinate bids with CP instead of IPCoalition bidding · Synthetic asymmetric distributionsbidder utilityMixed
Use CP instead of IPBidder 2 in the asymmetric example · Asymmetric example with two coalition bidders and zero outside bidutilityHurt
Increase coalition sizeHP and CP · iPinYou Season 2 testing datautility improvement over IPHurt
Use CP and HP instead of IPCoalition bidding · Synthetic symmetric distributionscoalition welfareNo clear effect

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