OneBid: A Unified Auto-Bidding Foundation Model for Diverse oCPX Advertising Scenarios
OneBid is presented, a unified auto-bidding foundation model that learns a reusable backbone from heterogeneous oCPX logs and adapts it to scenario-specific deployments via offline post-training, and designs a sequence-level Mixture-of-Experts architecture to absorb distributional heterogeneity.