AI RESEARCH
Uncertainty Modeling for Multi-Objective RTA Interception with Distillation Acceleration
arXiv CS.LG
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ArXi:2511.05582v2 Announce Type: replace Real-Time Auction (RTA) Interception aims to filter out invalid or irrelevant traffic to enhance the integrity and reliability of downstream data. However, two key challenges remain: (i) the need for accurate estimation of traffic quality together with sufficiently high confidence in the model's predictions, typically addressed through uncertainty modeling, and (ii) the efficiency bottlenecks that such uncertainty modeling