研究室紹介

Laboratory of Intelligent Systems

Department of Informatics, Faculty of Information Science and Electrical Engineering

Department of Informatics, Graduate School of Information Science and Electrical Engineering

Department of Electrical Engineering and Computer Science, School of Engineering

In the Laboratory of Intelligent Systems we create novel AI engines as well as build robust and adaptive intelligent systems. Current AIs can solve 19x19 versions of Go but behave poorly on easier 9x9 versions of the same game. Similarly, image recognition algorithms can reach 96% accuracy (supra-human) on tests and be fooled by only one pixel change. In other words, current AI lacks the robustness and adaptation present in even simple living beings. AI is based on engines that allows it to learn and reason over things, this lab builds novel engines based on different paradigms to reach high levels of robustness and adaptiveness intrinsically. Interestingly, by increasing the robustness and adaptiveness, other problems like Transfer Learning, One-Shot Learning would also be solved at the same time, igniting, possibly, a new age of intelligent systems.

Staff

Assoc.Prof. Danilo Vasconcellos Vargas

The Main Research Topics

  • Next Generation AI
  • Bioinspired Adaptive and Robust AI
  • Action/Image Recognition ・Machine Learning・Reinforcement Learning・Self-Learning
  • Applications:AI Benchmarks(Games included), Humanoid Robots, Autonomous Driving
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