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EchoServe: Side-Observation Creative Rotation for Ad ServersWhy it helps: Its DSP must constantly trade off exploring new creatives against exploiting known winners across billions of impressions; a bandit that exploits feedback spillover without a pre-built similarity model directly recovers impressions that explicit exploration would burn.

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© 2026 SeedlabsRecent research, turned into shippable ideas.