Kuniyuki Takahashi,Ph.D
Preferred Networks, Researcher
Email: kuniyuki.takahashi[at]gmail.com
<Summary>
Innovative robotics researcher with over 15 years of experience, specializing in deep learning for robotics and addressing real-world challenges. Proven track record in developing efficient learning and adaptation methods for robots in uncertain and dynamically changing tasks and environments, particularly in human living spaces. Recognized expert in multi-modal learning, natural language processing for robotics, and the manipulation of flexible objects. Conducted groundbreaking research projects aimed at creating more advanced and adaptive robotic systems, resulting in multiple best paper awards at top-tier conferences such as ICRA. Passionate about pushing the boundaries of embodied AI to develop intelligent robots that can perceive, reason, and act to effectively assist humans in complex, real-world scenarios.
<Research>
My research interest is how robots can efficiently learn and adapt to uncertain and dynamically changing tasks and environments, such as human living spaces. I am working on robotics with deep learning for this research subject. I have been working on motion generation, multi-modal sensors, and time-series data based on machine learning, especially deep learning. The research composed of the following projects (Detail is described here):
Contact-rich environment manipulation
Training with small dataset
Multi-modal learning such as Image and tactile sensor
Natural language processing (NLP) with robotics
Manipulation of flexible objects using multi-DOFs
Dynamics motion learning for multi-DOF flexible-joint robots
Tool-body assimilation model based on motor babbling
<Core Competencies>
Deep Learning for Robotics
Multi-modal Learning and Sensor Fusion
Reinforcement Learning
Natural Language Processing for HRI
Computer Vision
Adaptive Learning in Uncertain Environments
Robotic Manipulation
Contact-rich environment manipulation
<Awards>
2024 *** Best Paper Award (Co-author) * To be announced
2019 FA Foundation Paper Award (First author)
2019 Advanced Robotics Best Paper Award (First author)
2019 RSJ2019 Young Investigation Excellence Award (First author)
2019 ICRA2019 Best Paper Award finalist (First author)
2018 ICRA2018 Best Paper Award on HRI (Equal contribution first author)
2016 SI2016 Award (Co-author)
2016 IPSJ2016 Student Encouragement Award (Co-author)
2016 IPSJ2016 Conference Encouragement Award (Co-author)
2011 SI2011 Award (Presenter)
<Career>
1st November 2021 - 31st March 2024
Ristumeika University, Visiting Researcher
1st December 2017 - Current
Waseda University, Adjunct Researcher
1st April 2017 - Current
Preferred Networks, Researcher
February 2017 - March 2017
Institute for Cognitive Systems (Prof. Gordon Cheng), Technical University of Munich, Munich, Germany; Visiting researcher
4th July 2016 - 29th July 2016
IBM Research, Tokyo Internship
April 2015 - March 2017
February 2015 - March 2016
Institute for Cognitive Systems (Prof. Gordon Cheng), Technical University of Munich, Munich, Germany; Visiting researcher
February 2014 - March 2017
Graduate Program for Embodiment Informatics, Waseda University
September 2013 - April 2014
Research Assistant(RA) Waseda University
April 2013 - July 2013
Research assistant in the brain circulation Abroad Program Waseda University
April 2011 - March 2012
Teaching Assistant(TA) Waseda University
<Education>
April 2013 - March 2017
Doctor of Engineering, Department of Modern Mechanical Engineering, Graduate School of Creative Science and Engineering, Waseda University
Ph.D. thesis: “Acquisition and Extension of the Robot Body Model Using Motor Babbling through Deep Learning”
Supervisor: Prof. Shigeki Sugano
< Laborarory >
Intelligent Machine Lab. (Prof. Shigeki Sugano), Waseda University, Japan
Lab. for Intelligent Dynamics and Representation (Prof. Tetsuya Ogata), Waseda University, Japan
Institute for Cognitive Systems (Prof. Gordon Cheng), Technical University of Munich, Germany
April 2011 - March 2013
Master of Engineering, Department of Modern Mechanical Engineering, Graduate School of Creative Science and Engineering, Waseda University
April 2007 - March 2011
Bachelor of Engineering, Department of Modern Mechanical Engineering, School of Creative Science and Engineering, Waseda University
<International Experience>
February 2015 - March 2016, February 2017 - March 2017 (Totally 369 days)
Institute for Cognitive Systems (Prof. Gordon Cheng), Technical University of Munich, Munich, Germany; Visiting researcher
August 2014 - September 2014
University of California, Davis (U.C.Davis); Language School
<Research Grants>
August 2016
Travel Grant from the Hara Research Foundation (180 thousand yen)
April 2015 – March 2017
JSPS Grant-in-Aid for Scientific Research 15J12683 (1.9 million yen)
April 2014 – March 2017
Graduate Program for Embodiment Informatics, Waseda University Program for Leading Graduate Schools
Copyright @ Kuniyuki Takahashi All Rights Reserved.