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Why reinforcement learning breaks at scale, and how a new method fixes it

From autonomous cars to video games, reinforcement learning (machine learning through interaction with environments) can have an important impact. That may feel especially true, for example, when ...
IEEE

An Improved ABC Algorithm Based on Deep Reinforcement Learning for Multi-UAV Target Assignment

Abstract: The target assignment in multi-unmanned aerial vehicle (multi-UAV) cooperative reconnaissance is a classic problem in weapon-target assignment. Despite the significance of the problem, most ...
IEEE

Deep Reinforcement Learning With Integer Optimization for Dynamic Slab Assignment Problem

Abstract: This article investigates a dynamic slab assignment problem (DSAP) that arises in the slab production process of steel industry. In DSAP, a set of slabs and orders arrive dynamically at each ...