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Ali Yahya

2 accepted papers

2017

Collective robot reinforcement learning with distributed asynchronous guided policy search

IROS 2017poster

Policy search methods and, more broadly, reinforcement learning can enable robots to learn highly complex and general skills that may allow them to function amid the complexity and diversity of the real world. However, training a policy that generalizes well across a wide range of real-world conditi…

Cited by 201SourceScholar
2017

Path integral guided policy search

ICRA 2017poster

We present a policy search method for learning complex feedback control policies that map from high-dimensional sensory inputs to motor torques, for manipulation tasks with discontinuous contact dynamics. We build on a prior technique called guided policy search (GPS), which iteratively optimizes a…

Cited by 208SourceScholar