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Horia Mania

  1. Simple random search provides a competitive approach to reinforcement learning
    2018/03/19 by Horia Mania, Mania, Horia, Aurelia Guy +3 · 6 voices · 8 citations
    #cs.LG #cs.AI #math.OC #stat.ML
  2. On the Sample Complexity of the Linear Quadratic Regulator
    2017/10/04 by Sarah Dean, Dean, Sarah, Horia Mania +7 · 26 citations
    Computer Science · Engineering · #Machine Learning and Algorithms #Control Systems and Identification #Reinforcement Learning in Robotics
  3. Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator
    2018/05/23 by Sarah Dean, Dean, Sarah, Horia Mania +7 · 15 citations
    Decision Sciences · Engineering · #Advanced Adaptive Filtering Techniques #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)