説明可能なAI
AIの判断根拠を理解するための技術である説明可能なAI（XAI）に関する概要や関連研究の動向などについて解説します。XAIは、AIモデルがどのように判断や予測を行ったのか、その根拠や理由を人間が理解できる形で説明できるAI技術や仕組みを指します。本記事を読むことで、XAIの概要や研究の最新動向、課題、今後の方向性について理解を深めることができます。
A Privacy-Preserving Indoor Localization System based on Hierarchical Federated Learning
Authors: Masood Jan, Wafa Njima, Xun Zhang | Published: 2025-07-02
SafePTR: Token-Level Jailbreak Defense in Multimodal LLMs via Prune-then-Restore Mechanism
Authors: Beitao Chen, Xinyu Lyu, Lianli Gao, Jingkuan Song, Heng Tao Shen | Published: 2025-07-02
ICLShield: Exploring and Mitigating In-Context Learning Backdoor Attacks
Authors: Zhiyao Ren, Siyuan Liang, Aishan Liu, Dacheng Tao | Published: 2025-07-02
AI Risk-Management Standards Profile for General-Purpose AI (GPAI) and Foundation Models
Authors: Anthony M. Barrett, Jessica Newman, Brandie Nonnecke, Nada Madkour, Dan Hendrycks, Evan R. Murphy, Krystal Jackson, Deepika Raman | Published: 2025-06-30
PBa-LLM: Privacy- and Bias-aware NLP using Named-Entity Recognition (NER)
Authors: Gonzalo Mancera, Aythami Morales, Julian Fierrez, Ruben Tolosana, Alejandro Penna, Miguel Lopez-Duran, Francisco Jurado, Alvaro Ortigosa | Published: 2025-06-30 | Updated: 2025-07-09
RawMal-TF: Raw Malware Dataset Labeled by Type and Family
Authors: David Bálik, Martin Jureček, Mark Stamp | Published: 2025-06-30
Breaking Out from the TESSERACT: Reassessing ML-based Malware Detection under Spatio-Temporal Drift
Authors: Theo Chow, Mario D'Onghia, Lorenz Linhardt, Zeliang Kan, Daniel Arp, Lorenzo Cavallaro, Fabio Pierazzi | Published: 2025-06-30
SoK: Semantic Privacy in Large Language Models
Authors: Baihe Ma, Yanna Jiang, Xu Wang, Guangshen Yu, Qin Wang, Caijun Sun, Chen Li, Xuelei Qi, Ying He, Wei Ni, Ren Ping Liu | Published: 2025-06-30
A Practical and Secure Byzantine Robust Aggregator
Authors: De Zhang Lee, Aashish Kolluri, Prateek Saxena, Ee-Chien Chang | Published: 2025-06-29 | Updated: 2025-07-02