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Ann Majewicz Fey

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#machine learning Preprint Nov 2026

SHORE: Stability-Hybrid On-Policy Reinforcement Learning for Online Bin Packing

This work proposes Stability-Hybrid On-Policy Reinforcement Learning (SHORE), which combines a learned stability probability of a placement with an on-policy estimate of its return conditional on stability, and shows faster learning and higher utilization on the more demanding realistic box arrival set.

Shi Chang, Ann Majewicz Fey · 0 citations