DaTaobao Tech
Feb 2, 2026 · Operations
How Policy Regularization Boosts Deep Reinforcement Learning for Large‑Scale Inventory Management
This article presents DeepStock, a deep reinforcement learning framework with policy regularization that integrates classic inventory heuristics, achieving 7% turnover reduction and multi‑million cost savings across millions of SKU‑warehouse pairs in Alibaba's self‑operated ecosystem.
Industrial AIReinforcement learningdeep learning
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