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Makoto Naruse, Ph. D

  • National Institute of Information and Communications Technology (Tokyo, Japan) Chief Senior Researcher
  • Université Grenoble Alpes (Grenoble, France) Professeur Invité
  • CREST Project Leader "Photonic Decision Making"  (link)

Natural Intelligence / Intellect in Nature(自然知/フォトニックインテリジェンス)

    Modern society is becoming highly reliant on artificial intelligence (AI). Naruse is pursuing the importance of photonics and materials science research in the age of AI, which may be referred to as Photonic Intelligence, or more in general Natural Intelligence

    As described in the page of Research, he was the first to theoretically and experimentally demonstrate single-photon-based and near-field photon-based reinforcement learning [SciRep2015, JAP2014, SciRep2013]. Today, AI relies on computer algorithms, and it suffers from the theoretical limitation known as the von Neumann bottleneck. What is significant in photonics (and materials) is that nature provides a massive amount of solution searching instantaneously. The significance of such an approach is highly recognized throughout the world; for example, MIT Technology Review reported his research with the headline “First Demonstration of Photonic Intelligence.”

    More information is shown in the Research page. 

    In conducting his research, a variety of approaches have been taken ranging from theory, simulations, and experiments. Meanwhile, he is very closely collaborating with collaborators both domestically and internationally. 

    Some of recent review and highlighted articles are 

  1. Oyo Butsuri 2015 (応用物理 2015): Photonic Intelligence 
  2. Photonics News 2016 (フォトニクスニュース 2016)Photonic Intelligence
  3. Scientific Reports 2015: Single-photon-based reinforcement learning
  4. arXiv 2016: Category theoretic approach to intelligence
  5. Reports in Progress in Physics 2013
  6. Journal of Optics 2012
    More publications are available in Publications page. 

成瀬 誠、博士(工学)
  • 国立研究開発法人情報通信研究機構 総括研究員
    • 経営企画部
    • ネットワークシステム研究所
  • グルノーブルアルプス大学(フランス)招聘教授 
  • 科学技術振興機構 CREST プロジェクトリーダー

最近の研究:自然知の研究

CRESTプロジェクト
ナノ光学と光カオスを用いた超高速意思決定メカニズムの創成

 本研究では、人工知能で重要な強化学習の根幹にある意思決定問題を、光に固有の性質とその極限性能を生かし「物理的に」解決します。具体的には、光の微細化の極限を生かし、フォトクロミック材料とナノ光学を用いた意思決定、及び光の広帯域性の極限を生かし、光カオスによる超高速な意思決定を実現します。光の特長を活用し、通信チャネルの瞬時割り当て、解探索等での瞬時アービトレーションなどの重要な応用を支えるAI時代の革新的光機能を創成します。



ワークショップ開催について




News

  • New Paper in PLoS ONE about local reservoir New paper in PLOS ONE!M. Naruse, E. Yamamoto, T. Nakao, T. Akimoto, H. Saigo, K. Okamura, I. Ojima, G. Northoff, and H. Hori: Why is the environment important for ...
    Posted Oct 4, 2018, 9:51 PM by Naruse Makoto
  • Press release from Univ Yamanashi + Ryukoku Univ + NICT 山梨大学・龍谷大学・NICTより合同でプレスリリースを行いました(2018年10月4日)。アルファベットパターンを光記憶結晶にナノメートルスケールで描画-微小な光による意思決定デバイスの実現につながる成果-山梨大学プレスリリース (link)龍谷大学プレスリリース (link)NICTプレスリリース (link)
    Posted Oct 4, 2018, 7:34 AM by Naruse Makoto
  • Nanophotochromism New paper in Scientific Reports: First demonstration of pattern formation by optical near-field induced photoisomerization in photochromic single crystal!R. Nakagomi, K. Uchiyama, H. Suzui, E. Hatano, K. Uchida ...
    Posted Sep 29, 2018, 4:27 AM by Naruse Makoto
  • Scalable Photonic Decision Making New Paper in Scientific Reports. Scalable decision making by ultrafast laser chaos.  M. Naruse, T. Mihana, H. Hori, H. Saigo, K. Okamura, M. Hasegawa, and A. UchidaScalable photonic reinforcement ...
    Posted Jul 18, 2018, 7:11 AM by Naruse Makoto
  • Workshop on Decision Making in Nature Workshop on Decision Making in NatureFontainebleau, FranceJune 2018https://sites.google.com/site/photondecisionmaking/decisionmakinginnature
    Posted Dec 29, 2017, 3:07 AM by Naruse Makoto
  • Toward "Decision Photochromism"... New Paper in Applied Physics A!R. Nakagomi, K. Uchiyama, S. Kubota, E. Hatano, K. Uchida, M. Naruse, and H. Hori: Nano-Optical Functionality Based on Local Photoisomerization in Photochromic ...
    Posted Dec 7, 2017, 7:53 PM by Naruse Makoto
  • CREST "Photonic Decision Making" Project Launched! JST CREST "Photonic Decision Making" Project is launched in October 2017. Web site is here.
    Posted Oct 19, 2017, 5:09 AM by Naruse Makoto
  • New paper in Optics Express! Detecting skew of femtosecond optical pulses by phase-changing materials!R. Akimoto, H. Handa, S. Shindo, Y. Sutou, M. Kuwahara, M. Naruse, and T. Saiki: Implementation of pulse timing discriminator ...
    Posted Oct 19, 2017, 5:04 AM by Naruse Makoto
  • プレス プレスリリース:AIの重要課題である強化学習をレーザーカオスを用いて超高速に実現http://www.nict.go.jp/press/2017/08/22-1.html
    Posted Aug 23, 2017, 8:06 PM by Naruse Makoto
  • Ultrafast photonic reinforcement learning New paper!M. Naruse, Y. Terashima, A. Uchida, and S. -J. Kim: Ultrafast photonic reinforcement learning based on laser chaos, SCIENTIFIC REPORTS, Vol. 7, Article No. 8772, August 2017. [doi
    Posted Aug 18, 2017, 6:46 PM by Naruse Makoto
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