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PhD

• Specialized in modeling of goal-oriented behavior of intelligent agents and their coalitions
• Thesis title is Investigation of methods, development of models and algorithms for formation of elements of sign-based worldview of the actor

Master’s degree

• Majors are technologies of active databases, computer graphics, game theory and decision making, effective algorithms, decomposition in optimization
• Specialized in logical methods (AQ, JSM) of data mining and multi-agent systems
• Thesis title is Investigation and modeling of group behavior for multifunctional agents

Bachelor of Physics

• Majors are operational systems, digital integrated circuits, introduction to CAD, microprocessors, information networks and systems, object-oriented analysis and design
• Specialized in semantic integration of databases.
• Thesis title is Semantic integration of biological databases

Head of AI Master Program

• Seminars on Basis of Operation Systems and Basis of Object-Oriented Programming
• Lectures on Introduction in AI and Reinforcement Learning

Associate Professor

• Seminar on Intelligent Data Mining

Assistant Lecturer

• Lectures on Intelligent Dynamic Systems, Theoretical Computer Science and Intelligent Data Analysis

Principal Research Fellow

• Leading non-profit organization in the field of Artificial Intelligence – http://airi.net
• Reinforcement learning in multi-agent systems
  • Switching algorithms of planning-based and learning-based multi-agent path finding methods
  • Monte-Carlo approach in multi-agent systems
• Neural-symbolic integration
  • Disentangled representations and object-oriented world models
  • Vector symbolic architectures in VQA and robot navigation setting

Principal Research Fellow, Head of Laboratory

• Leading academic institute in Computer Science and High-performance computing – http://frccsc.ru
• Cognitive modeling
  • Psychologically inspired models of human behavior based on theory of sign-based world model
  • Biologically inspired models of sign components - image, significance and personal meaning
  • Algorithms of behavior planning and goal setting procedures
• Machine learning and multi-agent systems
  • The composite logical method to extract cause-effect relationships
  • Algorithms of planning and role distribution in coalition of cognitive agents
• Cognitive Robotics
  • Multi-layer control system for coalition of cognitive robots

Director, Head of Laboratory

• Leading University in Russia in Physics and Computer Science – http://cogmodel.mipt.ru
• Applied research in self-driving cars and mobile robotics
  • New framework for behavior planning of self-driven cars based on Apollo-auto
  • Original methods of neural-based object segmentation, detection, tracking for mobile robots
• Reinforcement learning
  • Hierarchical reinforcement learning and learning from demonstrations
  • Learning-based methods for visual navigation in indoor scenes
• Neuromorphic computing
  • Architecture of the hierarchical intrinsically motivated agent (HIMA)
  • Improved variants of hierarchical temporal memory

Research Fellow

• Leading University in Russia in Economics and Computer Science - http://hse.ru
• {"title"=>"Investigation of learning mechanisms based on sign representations in the problem of collective behavior planning"}

• I led the SkillFusion team, which secured the first place in the CVPR Habitat competition

• I led the CDS team, which took first place in the NeurIPS MineRL competition

• Russian Academy of Sciences Medal for Young Scientists