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Hayashi Katsuhiko  林 克彦

ORCIDConnect your ORCID iD *help
Researcher Number 50725794
Other IDs
Affiliation (Current) 2025: 東京大学, 大学院総合文化研究科, 准教授
Affiliation (based on the past Project Information) *help 2024: 東京大学, 大学院総合文化研究科, 准教授
2022 – 2023: 北海道大学, 情報科学研究院, 准教授
2022: 東京大学, 大学院情報理工学系研究科, 助教
2020 – 2022: 群馬大学, 情報学部, 准教授
2019 – 2020: 群馬大学, 社会情報学部, 准教授 … More
2018 – 2020: 東京大学, 大学院情報理工学系研究科, 助教
2018: 大阪大学, 産業科学研究所, 助教
2016: 日本電信電話株式会社NTTコミュニケーション科学基礎研究所, 協創情報研究部, 研究員
2015: 日本電信電話株式会社NTTコミュニケーション科学基礎研究所, その他部局等, 研究員
2014: 日本電信電話株式会社NTTコミュニケーション科学基礎研究所, 協創情報研究部, リサーチアソシエイト Less
Review Section/Research Field
Principal Investigator
Basic Section 61030:Intelligent informatics-related / Sections That Are Subject to Joint Review: Basic Section60030:Statistical science-related , Basic Section61030:Intelligent informatics-related / Basic Section 60030:Statistical science-related / Intelligent informatics
Except Principal Investigator
Basic Section 61030:Intelligent informatics-related / Sections That Are Subject to Joint Review: Basic Section60030:Statistical science-related , Basic Section61030:Intelligent informatics-related / Basic Section 60030:Statistical science-related / Intelligent informatics
Keywords
Principal Investigator
データベース / テンソル分解 / 知識グラフ / 行列分解 / マルチラベル分類 / 深層学習 / ブルームフィルタ / 質問応答 / 意味解析 / マルチメディアデータベース … More / メディアデータ / 確率計算 / 生成AI / 画像データベース / 情報推薦 / 情報検索 / マルチメディアデータ / 表現学習 / 高速フーリエ変換 / ニューラルネットワーク / 修辞構造解析 / 談話解析 / 自然言語処理 / 音声言語データ解析 / 線形時間言語解析 / 分枝限定法 / 低ランク近似 / ハッシュ法 / 省略補完 / 談話構造解析 … More
Except Principal Investigator
質問選択 / 暗黙的確認 / 未知概念 / 未知語 / ドメイン知識獲得 / 対話システム / 知識グラフ / BERT / 知識グラフの補完 / 事前学習済み言語モデル / 自然言語生成 / Knowledge Base / Vision and Language / 画像と言語の融合 / LLM / Large Language Model / Knowledge Graph / 大規模言語モデル / ユーザ心象 / 知識グラフ補完 / 知識獲得 / ドメイン知識 / 質問生成 / 量子化 / 人工知能 / 近似計算 / 高次推論 / 部分計算 / スパース行列 / 論理推論 / アブダクション / デフォルト推論 / 演繹推論 / 論理プログラミング / 線形代数計算 / テンソル空間 Less
  • Research Projects

    (8 results)
  • Research Products

    (48 results)
  • Co-Researchers

    (11 People)
  •  記号のランダムベクトル化に基づく大規模マルチラベル深層学習法Principal Investigator

    • Principal Investigator
      林 克彦
    • Project Period (FY)
      2024 – 2026
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Review Section
      Basic Section 61030:Intelligent informatics-related
      Basic Section 60030:Statistical science-related
      Sections That Are Subject to Joint Review: Basic Section60030:Statistical science-related , Basic Section61030:Intelligent informatics-related
    • Research Institution
      The University of Tokyo
  •  漸進的な知識の拡張を行う汎用自然言語生成モデルの研究

    • Principal Investigator
      上垣外 英剛
    • Project Period (FY)
      2023 – 2025
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Review Section
      Basic Section 61030:Intelligent informatics-related
      Basic Section 60030:Statistical science-related
      Sections That Are Subject to Joint Review: Basic Section60030:Statistical science-related , Basic Section61030:Intelligent informatics-related
    • Research Institution
      Nara Institute of Science and Technology
  •  Acceleration of Query Search on Large Knowledge GraphsPrincipal Investigator

    • Principal Investigator
      Hayashi Katsuhiko
    • Project Period (FY)
      2021 – 2023
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Review Section
      Basic Section 61030:Intelligent informatics-related
    • Research Institution
      Hokkaido University
      Gunma University
  •  Development of Incremental Knowledge Acquisition in Dialogue Systems Based on Knowledge Model Generalization

    • Principal Investigator
      KOMATANI Kazunori
    • Project Period (FY)
      2019 – 2021
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Review Section
      Basic Section 61030:Intelligent informatics-related
    • Research Institution
      Osaka University
  •  Matrix Factorization-based Efficient Learning for Neural NetworksPrincipal Investigator

    • Principal Investigator
      Hayashi Katsuhiko
    • Project Period (FY)
      2018 – 2020
    • Research Category
      Grant-in-Aid for Scientific Research (C)
    • Review Section
      Basic Section 61030:Intelligent informatics-related
    • Research Institution
      Gunma University
      The University of Tokyo
      Osaka University
  •  Development of advanced inference technologies for huge knowledge graphs in tensor spaces

    • Principal Investigator
      Sakama Chiaki
    • Project Period (FY)
      2018 – 2021
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Review Section
      Basic Section 61030:Intelligent informatics-related
    • Research Institution
      Wakayama University
  •  Acquiring domain knowledge during dialogues for dialogue systems

    • Principal Investigator
      KOMATANI Kazunori
    • Project Period (FY)
      2016 – 2018
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Research Field
      Intelligent informatics
    • Research Institution
      Osaka University
  •  Large-scale text data analysis using hashing techniquesPrincipal Investigator

    • Principal Investigator
      Hayashi Katsuhiko
    • Project Period (FY)
      2014 – 2016
    • Research Category
      Grant-in-Aid for Young Scientists (B)
    • Research Field
      Intelligent informatics
    • Research Institution
      NTT Communication Science Laboratories

All 2024 2023 2022 2021 2020 2019 2018 2017 2016 Other

All Journal Article Presentation Patent

  • [Journal Article] Binarized Embeddings for Fast, Space-Efficient Knowledge Graph Completion2021

    • Author(s)
      Katsuhiko Hayashi、Koki Kishimoto、Masashi Shimbo
    • Journal Title

      IEEE Transactions on Knowledge and Data Engineering

      Volume: -- Pages: 1-13

    • DOI

      10.1109/tkde.2021.3075070

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-18K11457, KAKENHI-PROJECT-18H03288, KAKENHI-PROJECT-19H04173, KAKENHI-PROJECT-21H03491, KAKENHI-PROJECT-19H04171
  • [Journal Article] Knowledge Graph Completion-based Question Selection for Acquiring Domain Knowledge through Dialogues2021

    • Author(s)
      Komatani Kazunori、Fujioka Yuma、Nakashima Keisuke、Hayashi Katsuhiko、Nakano Mikio
    • Journal Title

      Proc Annual Conference on Intelligent User Interfaces (IUI)

      Volume: - Pages: 531-541

    • DOI

      10.1145/3397481.3450653

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-19H04171
  • [Journal Article] A Greedy Bit-flip Training Algorithm for Binarized Knowledge Graph Embeddings2020

    • Author(s)
      Hayashi Katsuhiko、Kishimoto Koki、Shimbo Masashi
    • Journal Title

      Findings of the Association for Computational Linguistics: EMNLP 2020

      Volume: - Pages: 109-114

    • DOI

      10.18653/v1/2020.findings-emnlp.10

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-19H04173, KAKENHI-PROJECT-18K11457
  • [Journal Article] Binarized Knowledge Graph Embeddings2019

    • Author(s)
      Koki Kishimoto, Katsuhiko Hayashi, Genki Akai, Masashi Shimbo, Kazunori Komatani
    • Journal Title

      Advances in Information Retrieval. ECIR 2019. Lecture Notes in Computer Science

      Volume: 11437 Pages: 181-196

    • DOI

      10.1007/978-3-030-15712-8_12

    • ISBN
      9783030157111, 9783030157128
    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-18H03288
  • [Patent] 知識グラフ補完装置、および知識グラフ補完方法2019

    • Inventor(s)
      中野幹生、駒谷和範、林克彦、藤岡勇真
    • Industrial Property Rights Holder
      中野幹生、駒谷和範、林克彦、藤岡勇真
    • Industrial Property Rights Type
      特許
    • Filing Date
      2019
    • Data Source
      KAKENHI-PROJECT-19H04171
  • [Patent] 単語学習装置、単語学習方法及び単語学習プログラム2017

    • Inventor(s)
      林克彦、新保仁、永田昌明
    • Industrial Property Rights Holder
      林克彦、新保仁、永田昌明
    • Industrial Property Rights Type
      特許
    • Filing Date
      2017-03-02
    • Data Source
      KAKENHI-PROJECT-26730126
  • [Presentation] Large-scale Vision Language Modelによる芸術作品に対する説明の生成2024

    • Author(s)
      林 和樹
    • Organizer
      言語処理学会 第30回年次大会
    • Data Source
      KAKENHI-PROJECT-23K28148
  • [Presentation] WPUA-search: A method to discover Wikipedia Unusual Articles2023

    • Author(s)
      Tomoki Tada, Katsuhiko Hayashi, Hidetaka Kamigaito, Yuya Taguchi
    • Organizer
      Wiki Workshop 2023
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] 視覚と言語の融合モデルにおける知識の振る舞いを調査するための表と画像の生成タスクの提案及びその調査結果2023

    • Author(s)
      上垣外英剛、林克彦、渡辺太郎
    • Organizer
      言語処理学会第29回年次大会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] 大規模マルチラベル学習に対する単純かつ強力な閉形式解モデル2023

    • Author(s)
      大西雄真, 林克彦
    • Organizer
      ARG 第19回Webインテリジェンスとインタラクション研究会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] Table and Image Generation for Investigating Knowledge of Entities in Pretrained Vision and Language Models2023

    • Author(s)
      Hidetaka Kamigaito, Katsuhiko Hayashi, Taro Watanabe
    • Organizer
      The 61st Annual Meeting of the Association for Computational Linguistics
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] 巡回ベクトルを用いたマルチラベル分類2023

    • Author(s)
      西田拳, 林克彦, 町光二郎, 上垣外英剛
    • Organizer
      情報処理学会 第258回NL研究会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] 知識グラフ補完のためのモデル予測に基づくサブサンプリング2023

    • Author(s)
      Xincan Feng、上垣外英剛、林克彦、渡辺太郎
    • Organizer
      言語処理学会第29回年次大会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] マンガのコマ割りのみから作品分類は可能か?2023

    • Author(s)
      吉永瑛哉、林克彦、鷲尾 光樹、上垣外 英剛、新保 仁
    • Organizer
      情報処理学会第67回エンターテイメントコンピューティング研究会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] 音楽クリップのサムネイル画像から音楽情報以外のアスペクト情報は抽出できるのか?2023

    • Author(s)
      元満丈寛, 林克彦, 坂井優介, 上垣外英剛
    • Organizer
      ARG 第19回Webインテリジェンスとインタラクション研究会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] 服飾の色情報に基づいた ポエティックな商品名の作成支援システム2023

    • Author(s)
      飯塚柚稀、林克彦、永野清仁、宮尾祐介
    • Organizer
      言語処理学会第29回年次大会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] Wikipedia協調フィルタリング法2023

    • Author(s)
      竹内皓紀、林克彦
    • Organizer
      言語処理学会第29回年次大会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] Vision Language Modelが持つ画像批評能力の評価手法の提案2023

    • Author(s)
      齊藤成輝, 林和樹, 井手佑翼, 坂井優介, 鈴木刀磨, 郷原聖士, 大西雄真, 上垣外英剛, 林克彦, 渡辺太郎
    • Organizer
      言語処理学会 第30回年次大会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] Distributed representations of compositional structures2023

    • Author(s)
      Katsuhiko Hayashi
    • Organizer
      The 7th Workshop on SNL Invited Talk
    • Invited
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] Large-scale Vision Language Modelによる芸術作品 に対する説明の生成2023

    • Author(s)
      林和樹, 坂井優介, 上垣外英剛, 林克彦, 渡辺太郎
    • Organizer
      言語処理学会 第30回年次大会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] 大規模マルチラベル分類学習のためのベクターシンボリックアーキテクチャ2023

    • Author(s)
      林克彦
    • Organizer
      NAIST DSCセミナー 招待講演
    • Invited
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] 珍妙で面白い記事を集めたWikipedia項目の分析2023

    • Author(s)
      多田智貴, 林克彦, 上垣外英剛
    • Organizer
      ARG 第19回Webインテリジェンスとインタラクション研究会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] Model-based Subsampling for Knowledge Graph Completion2023

    • Author(s)
      Xincan Feng, Hidetaka Kamigaito, Katsuhiko Hayashi, Taro Watanabe
    • Organizer
      The 13th International Joint Conference on Natural Language Processing and the 3rd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] マンガの読み順評価データセットの開発2023

    • Author(s)
      上原瑞歩、倉石怜実、林克彦、鷲尾光樹、上垣外英剛
    • Organizer
      情報処理学会第67回エンターテイメントコンピューティング研究会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] 知識グラフ埋め込みにおける負例サンプリング損失の分析2022

    • Author(s)
      上垣外英剛, 林克彦
    • Organizer
      言語処理学会第28回年次大会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] Wikipedia編集者情報を用いた協調フィルタリングによるエンティティ類似度推定2022

    • Author(s)
      竹内皓紀、林克彦
    • Organizer
      第18回Webインテリジェンスとインタラクション研究会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] Comprehensive analysis of negative sampling in knowledge graph representation learning2022

    • Author(s)
      Hidetaka Kamigaito、Katsuhiko Hayashi
    • Organizer
      Proceedings of the 39th International Conference on Machine Learning
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] Rethinking correlation-based item-item similarity for recommender systems2022

    • Author(s)
      Katsuhiko Hayashi
    • Organizer
      Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding2021

    • Author(s)
      Hidetaka Kamigaito, Katsuhiko Hayashi
    • Organizer
      In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] 漫画の読み順データセット公開に向けた調査2021

    • Author(s)
      上原瑞歩, 鷲尾光樹, 林克彦, 上垣外英剛, 木曽鉄男, 小田悠介
    • Organizer
      第6回コミック工学研究会
    • Data Source
      KAKENHI-PROJECT-21H03491
  • [Presentation] バイナリCP分解モデルのビット反転学習法2020

    • Author(s)
      林克彦、岸本広輝、新保仁
    • Organizer
      言語処理学会第26回年次大会
    • Data Source
      KAKENHI-PROJECT-18H03288
  • [Presentation] A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs2019

    • Author(s)
      Hayashi Katsuhiko、Shimbo Masashi
    • Organizer
      the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing
    • Data Source
      KAKENHI-PROJECT-18K11457
  • [Presentation] 対話システムにおける知識獲得質問のためのラベル文字列を用いた知識グラフ補完性能の向上2019

    • Author(s)
      藤岡 勇真, 林 克彦, 中野 幹生, 駒谷 和範
    • Organizer
      人工知能学会第33回全国大会
    • Data Source
      KAKENHI-PROJECT-19H04171
  • [Presentation] Binarized Knowledge Graph Embeddings2019

    • Author(s)
      Kishimoto Koki、Hayashi Katsuhiko、Akai Genki、Shimbo Masashi、Komatani Kazunori
    • Organizer
      41st European Conference on Information Retrieval
    • Data Source
      KAKENHI-PROJECT-18K11457
  • [Presentation] Binarized Knowledge Graph Embeddings2019

    • Author(s)
      Koki Kishimoto, Katsuhiko Hayashi, Genki Akai, Masashi Shimbo, Kazunori Komatani
    • Organizer
      41st European Conference on Information Retrieval
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-18H03288
  • [Presentation] 知識グラフ埋め込みのための二値化CP分解2019

    • Author(s)
      岸本広輝, 林克彦, 赤井元紀, 新保仁, 駒谷和範
    • Organizer
      言語処理学会第25年次大会
    • Data Source
      KAKENHI-PROJECT-18H03288
  • [Presentation] 知識グラフと分散表現2018

    • Author(s)
      林克彦
    • Organizer
      第21回情報論的学習理論ワークショップ
    • Invited
    • Data Source
      KAKENHI-PROJECT-18K11457
  • [Presentation] Block HolE: 関係行列の同時対角化に基づく知識グラフ埋め込みの問題点とその解決2018

    • Author(s)
      林克彦, 真鍋陽俊, 石原敬大, 新保仁
    • Organizer
      研究報告音声言語情報処理(SLP)
    • Data Source
      KAKENHI-PROJECT-18K11457
  • [Presentation] Higher-order Syntactic Attention Network for Long Sentence Compression2018

    • Author(s)
      Hidetaka Kamigaito, Katsuhiko Hayashi, Tsutomu Hirao, Masaaki Nagata
    • Organizer
      The 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-18K11457
  • [Presentation] 対話システムにおける知識グラフの埋め込み表現を用いた応答生成の試み2018

    • Author(s)
      藤岡 勇真, 林 克彦, 中野 幹生, 駒谷 和範
    • Organizer
      第9回対話システムシンポジウム
    • Data Source
      KAKENHI-PROJECT-16H02869
  • [Presentation] Neural Tensor Networks with Diagonal Slice Matrices2018

    • Author(s)
      Takahiro Ishihara, Katsuhiko Hayashi, Hitoshi Manabe, Masashi Shimbo
    • Organizer
      The 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-18K11457
  • [Presentation] 知識グラフと分散表現2018

    • Author(s)
      林克彦
    • Organizer
      言語処理学会第25回年次大会
    • Invited
    • Data Source
      KAKENHI-PROJECT-18K11457
  • [Presentation] K-best Iterative Viterbi Parsing2017

    • Author(s)
      Katsuhiko Hayashi, Masaaki Nagata
    • Organizer
      The 15th Conference of the European Chapter of the Association for Computational Linguistics
    • Place of Presentation
      バレンシア
    • Year and Date
      2017-04-05
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-26730126
  • [Presentation] 知識グラフの埋め込みとその応用2017

    • Author(s)
      林克彦
    • Organizer
      千葉工業大学 ステアラボ人工知能セミナー
    • Place of Presentation
      東京
    • Invited
    • Data Source
      KAKENHI-PROJECT-26730126
  • [Presentation] On the Equivalence of Holographic and Complex Embeddings for Link Prediction2017

    • Author(s)
      Katsuhiko Hayashi, Masashi Shimbo
    • Organizer
      The 55th Annual Meeting of the Association for Computational Linguistics
    • Place of Presentation
      バンクーバー
    • Year and Date
      2017-07-31
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-26730126
  • [Presentation] Empirical comparison of dependency conversions for RST discourse trees2016

    • Author(s)
      Katsuhiko Hayashi, Tsutomu Hirao, Masaaki Nagata
    • Organizer
      The 17th Annual Meeting of the Special Interest Group on Discourse and Dialogue
    • Place of Presentation
      ロサンゼルス
    • Year and Date
      2016-09-13
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-26730126
  • [Presentation] Empty element recovery by spinal parser operations2016

    • Author(s)
      Katsuhiko Hayashi
    • Organizer
      The 54th Annual Meeting of the Association for Computational Linguistics
    • Place of Presentation
      ベルリン
    • Year and Date
      2016-08-08
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-26730126
  • [Presentation] 修辞構造木から自動変換した談話依存構造木の性質について

    • Author(s)
      林克彦
    • Organizer
      言語処理学会年次大会
    • Place of Presentation
      京都大学(京都府京都市)
    • Year and Date
      2015-03-16 – 2015-03-21
    • Data Source
      KAKENHI-PROJECT-26730126
  • 1.  上垣外 英剛 (40817649)
    # of Collaborated Projects: 3 results
    # of Collaborated Products: 1 results
  • 2.  KOMATANI Kazunori (40362579)
    # of Collaborated Projects: 2 results
    # of Collaborated Products: 3 results
  • 3.  武田 龍 (20749527)
    # of Collaborated Projects: 2 results
    # of Collaborated Products: 0 results
  • 4.  Sakama Chiaki (20273873)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 5.  高瀬 翔 (40817483)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 6.  井上 克巳 (10252321)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 7.  能地 宏 (00782541)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 8.  宮尾 祐介 (00343096)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 9.  大内 啓樹 (70825463)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 10.  渡辺 太郎 (90395038)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 11.  新保 仁
    # of Collaborated Projects: 0 results
    # of Collaborated Products: 1 results

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