Sootla, Aivar

1. Saute RL: Almost Surely Safe Reinforcement Learning Using State Augmentation
   2022/02/14 by Aivar Sootla, Sootla, Aivar, Alexander I. Cowen-Rivers +11 · 4 citations
   Computer Science · Engineering · Psychology · #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Human-Automation Interaction and Safety #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
2. Timing is Everything: Learning to Act Selectively with Costly Actions and Budgetary Constraints
   2022/05/31 by David Mguni, Aivar Sootla, Mguni, David +11 · 2 citations
   Computer Science · #Blockchain Technology Applications and Security #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
3. On Periodic Reference Tracking Using Batch-Mode Reinforcement Learning\n with Application to Gene Regulatory Network Control
   2013/03/12 by Aivar Sootla, Sootla, Aivar, Natalja Strelkowa +7 · 1 citation
   Biochemistry, Genetics and Molecular Biology · #CRISPR and Genetic Engineering #FOS: Electrical engineering #FOS: Mathematics #Gene Regulatory Network Analysis #Optimization and Control (math.OC) #Systems and Control (eess.SY) #Viral Infectious Diseases and Gene Expression in Insects #electronic engineering #information engineering
4. Effects of Safety State Augmentation on Safe Exploration
   2022/06/06 by Aivar Sootla, Sootla, Aivar, Alexander I. Cowen-Rivers +5 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification #Reinforcement Learning in Robotics
5. Pulse-Based Control Using Koopman Operator Under Parametric Uncertainty
   2017/08/01 by Aivar Sootla, Sootla, Aivar, Damien Ernst +1 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Decision Sciences · Physics and Astronomy · #FOS: Electrical engineering #FOS: Mathematics #Gene Regulatory Network Analysis #Model Reduction and Neural Networks #Optimization and Control (math.OC) #Probabilistic and Robust Engineering Design #Systems and Control (eess.SY) #electronic engineering #information engineering
6. Block Factor-Width-Two Matrices in Semidefinite Programming
   2019/03/12 by Sootla, Aivar, Zheng, Yang, Papachristodoulou, Antonis · 1 citation
   #FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
7. Reinforcement Learning in Presence of Discrete Markovian Context Evolution
   2022/02/14 by Hang Ren, Aivar Sootla, Ren, Hang +9 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
8. Structured Q-learning For Antibody Design
   2022/09/10 by Cowen-Rivers, Alexander I., Gorinski, Philip John, Sootla, Aivar +5 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG)