Author

Wendong Zhang

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Preprint Aug 2026

DREAM Technical Report

This work presents DREAM (Developing Recommender Engine with Agentic Methods), an autonomous optimization control architecture that adds a perception-aware, orchestrable, and auditable policy layer atop existing pipelines without replacing them, supporting agentic meta-control as a viable paradigm for industrial recommendation.

Bin Zhang, Bo-Wen Zheng, Chao Yi et al. · 0 citations

Preprint Aug 2026

MetaStrategy: Generative Ranking with Executable LLM Strategies

The method combines selection, relative-rank, and baseline-lift rewards, a self-competitive curriculum that feeds frequent strategies back as competitors, and Evaluator-routed reward-augmented on-policy distillation that transfers complementary 4B-parameter Teachers into a compact 0.8B-parameter Student.

Chengyu Lai, Jiuning Lin, Zhibo Xiao et al. · 0 citations