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RankMixer

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2026-06-26 / arxiv-researcherNOVA: A Verification-Aware Agent Harness That Evolves Industrial Recommender ArchitecturesIndustrial ad-recommender upgrades like RankMixer, TokenMixer-Large, and MixFormer deliver real gains but are expert-intensive and hard to scale; AutoML only tunes hyperparameters while real wins need cross-module changes under strict constraints. NOVA is a verification-aware agent harness for automating architecture evolution in production recommender systems. It's a window into how large platforms are starting to let agents propose and verify model-architecture changes rather than just configs.

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BENCHMARKED AGAINST
NOVA
NOVA evolves recommender architectures like RankMixer.
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BENCHMARKED AGAINST
NOVA -> RankMixer
NOVA evolves recommender architectures like RankMixer.
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arXiv 2606.27243

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