Yukino Baba, Associate Professor at University of Tokyo
I'm an Associate Professor in the Graduate School of Arts and Sciences at University of Tokyo. My research interests are in Human-AI Collaboration, Human-in-the-Loop ML, and Human Computation. Prior to joining the faculty at University of Tokyo, I was an Associate Professor at University of Tsukuba from 2018 to 2022, Assistant Professor at Kyoto University from 2015 to 2018, and a postdoctoral fellow at National Institute of Informatics (2014-2015) and University of Tokyo (2012-2014). I received my Ph.D. from University of Tokyo in 2012.

SELECTED PUBLICATIONS

Toward Tone-Aware Explanations in Recommender Systems
Ayano Okoso, Keisuke Otaki, Satoshi Koide, Yukino Baba
UMAP 2024
Fair Machine Guidance to Enhance Fair Decision Making in Biased People
Mingzhe Yang, Hiromi Arai, Naomi Yamashita, Yukino Baba
CHI 2024
Co-Teaching Student-Model through Submission Results of Shared Task
Kouta Nakayama, Shuhei Kurita, Akio Kobayashi, Yukino Baba, Satoshi Sekine
EMNLP Findings 2021
HumanACGAN: Conditional Generative Adversarial Network with Human-Based Auxiliary Classifier and its Evaluation in Phoneme Perception
Yota Ueda, Kazuki Fujii, Yuki Saito, Shinnosuke Takamichi, Yukino Baba, Hiroshi Saruwatari
ICASSP 2021
CrowDEA: Multi-view Idea Prioritization with Crowds
Yukino Baba, Jiyi Li, Hisashi Kashima
HCOMP 2020
Performance as a Constraint: An Improved Wisdom of Crowds Using Performance Regularization
Jiyi Li, Yasushi Kawase, Yukino Baba, Hisashi Kashima
IJCAI 2020
HumanGAN: Generative Adversarial Network with Human-based Discriminator and its Evaluation in Speech Perception Modeling
Kazuki Fujii, Yuki Saito, Shinnosuke Takamichi, Yukino Baba, Hiroshi Saruwatari
ICASSP 2020
Synthetic Accessibility Assessment using Auxiliary Responses
Shun Ito, Yukino Baba, Tetsu Isomura, Hisashi Kashima
Expert Systems with Applications 2020
Probabilistic Modeling of Peer Correction and Peer Assessment
Takeru Sunahase, Yukino Baba, Hisashi Kashima
EDM 2019
CrowNN: Human-in-the-loop Network with Crowd-generated Inputs
Yusuke Sakata, Yukino Baba, Hisashi Kashima
ICASSP 2019
Simultaneous Clustering and Ranking from Pairwise Comparisons
Jiyi Li, Yukino Baba, Hisashi Kashima
IJCAI 2018
Predictive Modeling of Learning Continuation in Preschool Education Using Temporal Patterns of Development Tests
Junpei Naito, Yukino Baba, Hisashi Kashima, Takenori Takaki, Takuya Funo
EAAI 2018
Data Analysis Competition Platform for Educational Purposes: Lessons Learned and Future Challenges
Yukino Baba, Tomoumi Takase, Kyohei Atarashi, Satoshi Oyama, Hisashi Kashima
EAAI 2018
AdaFlock: Adaptive Feature Discovery for Human-in-the-loop Predictive Modeling
Ryusuke Takahama, Yukino Baba, Nobuyuki Shimizu, Sumio Fujita, Hisashi Kashima
AAAI 2018
Wisdom of Crowds for Synthetic Accessibility Evaluation
Yukino Baba, Tetsu Isomura, Hisashi Kashima
Journal of Molecular Graphics and Modelling 2018
Hyper Questions: Unsupervised Targeting of a Few Experts in Crowdsourcing
Jiyi Li, Yukino Baba, Hisashi Kashima
CIKM 2017
Predicting Fuel Consumption and Flight Delays for Low-cost Airlines
Yuji Horiguchi, Yukino Baba, Hisashi Kashima, Masahito Suzuki, Hiroki Kayahara, Jun Maeno
IAAI 2017
Participation Recommendation System for Crowdsourcing Contests
Yukino Baba, Kei Kinoshita, Hisashi Kashima
Expert Systems with Applications 2016
Quality Control of Crowdsourced Classification Using Hierarchical Class Structures
Naoki Otani, Yukino Baba, Hisashi Kashima
Expert Systems with Applications 2016
Assessing Translation Ability through Vocabulary Ability Assessment
Yo Ehara, Yukino Baba, Masao Utiyama, Eiichiro Sumita
IJCAI 2016
Quality Control for Crowdsourced Hierarchical Classification
Naoki Otani, Yukino Baba, Hisashi Kashima
ICDM 2015
Predictive Approaches for Low-cost Preventive Medicine Program in Developing Countries
Yukino Baba, Hisashi Kashima, Yasunobu Nohara, Eiko Kai, Partha Ghosh, Rafiqul Islam, Ashir Ahmed, Masahiro Kuroda, Sozo Inoue, Tatsuo Hiramatsu, Michio Kimura, Shuji Shimizu, Kunihisa Kobayashi, Koji Tsuda, Masashi Sugiyama, Mathieu Blondel, Naonori Ueda, Masaru Kitsuregawa, Naoki Nakashima
KDD 2015
Leveraging Non-Expert Crowdsourcing Workers for Improper Task Detection in Crowdsourcing Marketplaces
Yukino Baba, Hisashi Kashima, Kei Kinoshita, Goushi Yamaguchi, Yosuke Akiyoshi
Expert Systems with Applications 2014
Instance-privacy Preserving Crowdsourcing
Hiroshi Kajino, Yukino Baba, Hisashi Kashima
HCOMP 2014
Accurate Integration of Crowdsourced Labels Using Workers' Self-reported Confidence Scores
Satoshi Oyama, Yukino Baba, Yuko Sakurai, Hisashi Kashima
IJCAI 2013
Extraction of Places Related to Flickr Tags
Yukino Baba, Fuyuki Ishikawa, Shinichi Honiden
ECAI 2010

TALKS

Toward Diversity-Aware Human-AI Decision Making, Invited Talk at ECCV 2024 Workshop on Critical Evaluation of Generative Models and Their Impact on Society
Human Computation: How We can Harness the Power of Human Intelligence, Neuroscience 2016

TALKS (in Japanese)

Human-in-the-Loop機械学習の科学応用, 日本分子生物学会年会「現実と仮想を行き来するデータサイエンスによる生命科学研究」, 2024
NVIDIA AI Summit Japan パネルセッション「ソブリン AI 、その役割と創造する新たな可能性」, 2024
多様性に配慮した意思決定支援AI, 日本認知科学会「認知科学研究は人工知能研究に「借り」を返せるか?」, 2024
大規模言語モデルのバイアス, WebDB夏のワークショップ2024「大規模言語モデルとデータ管理:機会と脅威」, 2024
人間とAIの協働, 東京大学五月祭公開講座, 2024
Human-in-the-Loop機械学習の科学応用, 第6回全国医療AIコンテスト, 2024
人間とAIの協働, 東京大学駒場祭公開講座, 2023
人間とAIの協働, 石川県立大学公開講座, 2023
Human-in-the-Loop機械学習の科学応用, AIロボット駆動科学シンポジウム 2023
壁のためのAIと卵のためのAI, JSAI 2023 学生企画招待講演
みんなの意見が反映される社会の実現を目指して, メルカリ Lunch&Learn, 2023
人間と人工知能の協働, 東京大学「高校生と大学生のための金曜特別講座」, 2022
多様性に配慮した意思決定のための機械学習, 東京大学情報理工学系研究科コンピュータ科学専攻講演会, 2022
Human-in-the-Loop機械学習, SSII 2022 OS招待講演
個人と集団をつなぐヒューマンコンピュテーション, 個と場の共創的Well-Being Symposium, 2021
Human-in-the-Loop機械学習, YANS 2021 チュートリアル
Human-in-the-Loop機械学習, JAXA AI最新技術講義, 2021
ヒューマンコンピュテーションとクラウドソーシング, 早稲田大学実体情報学プログラムコロキウム, 2018
ヒューマンコンピュテーションとクラウドソーシング, NLP 2017 チュートリアル
ヒューマンコンピュテーションのための専門家発見, ステアラボ人工知能シンポジウム2017
ヒューマンコンピュテーションとクラウドソーシング, IIBMP 2016 OS招待講演
群衆の知を引き出すための機械学習, 第4回ステアラボ人工知能セミナー
機械学習によるクラウドソーシングの品質管理, 複雑ネットワーク・サマースクール2014
クラウドソーシングにおける統計的品質管理の研究動向, 情報処理学会第217回自然言語処理研究会 招待講演, 2014