2020 - 2022 Learning Internal Representations Robust against Adversarial Attacks
2018 - 2020 頑強なハイブリッド深層学習モデルの自動探索システム
全件表示
論文 (91件):
Shashank Kotyan, Tatsuya Ueda, Danilo Vasconcellos Vargas. k* Distribution: Evaluating the Latent Space of Deep Neural Networks using Local Neighborhood Analysis. IEEE Transactions on Neural Networks and Learning Systems. 2025
Shashank Kotyan, Pin-Yu Chen, Danilo Vasconcellos Vargas. Linking Robustness and Generalization: A k* Distribution Analysis of Concept Clustering in Latent Space for Vision Models. CoRR. 2024. abs/2408.09065
Tham Yik Foong, Heng Zhang, Mao Po Yuan, Danilo Vasconcellos Vargas. Adapting to Covariate Shift in Real-time by Encoding Trees with Motion Equations. CoRR. 2024. abs/2404.05168
Bingli Liao, Danilo Vasconcellos Vargas. Attention-Driven Reasoning: Unlocking the Potential of Large Language Models. CoRR. 2024. abs/2403.14932
Deep Turning Point
(Blockchain meets Computer Vision and AI Workshop (at CVPR 2019) 2019)
Current Deep Learning Limitations and the Promise of Evolution-based Learning Systems
(1st International Workshop on Multiscale Simulation for Emerging Materials 2019)
Confusing Autonomous Vehicles: Adversarial Attacks on the Vehicles Algorithm
(The 20th Congress of International Academy of Comparative Law - Congress in Congress 2018)
Current Deep Learning Limitations and the Promise of Evolution-based Learning Systems
(GIST AI Forum, Gwangju Institute of Science and Technology 2018)
"人工知能ってなに?どこにある?"
(IEEE Metro Area Workshop)
経歴 (3件):
2020/09 - 現在 東京大学 客員研究員
2020/01 - 現在 九州大学 大学院システム情報科学研究院 情報学部門 准教授
2016/10 - 2019/12 九州大学 大学院システム情報科学研究院 情報学部門 助教
委員歴 (2件):
2018 - 現在 The Genetic and Evolutionary Computation Conference Programme Committee Member
2017 - 現在 IEEE Congress on Evolutionary Computation Programme Committee Member
受賞 (7件):
2022 - IEEE Transactions on Evolutionary Computation Outstanding 2022 Paper award
2017 - The IEEE Fukuoka Section 2016 Excellent Student Award IEEE
2011 - MEXT MEXT (The Japanese Ministry of Education, Culture, Sports, Science and Technology) Scholarship, Japan (5 years)
2008 - Robocup 2nd Place with the GEAR Group in the 5th Latin American Robotics Competition