説明可能なAINew

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。

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

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

SPA: Towards More Stealth and Persistent Backdoor Attacks in Federated Learning

Authors: Chengcheng Zhu, Ye Li, Bosen Rao, Jiale Zhang, Yunlong Mao, Sheng Zhong | Published: 2025-06-26

ZKPROV: A Zero-Knowledge Approach to Dataset Provenance for Large Language Models

Authors: Mina Namazi, Alexander Nemecek, Erman Ayday | Published: 2025-06-26

Counterfactual Influence as a Distributional Quantity

Authors: Matthieu Meeus, Igor Shilov, Georgios Kaissis, Yves-Alexandre de Montjoye | Published: 2025-06-25

SV-LLM: An Agentic Approach for SoC Security Verification using Large Language Models

Authors: Dipayan Saha, Shams Tarek, Hasan Al Shaikh, Khan Thamid Hasan, Pavan Sai Nalluri, Md. Ajoad Hasan, Nashmin Alam, Jingbo Zhou, Sujan Kumar Saha, Mark Tehranipoor, Farimah Farahmandi | Published: 2025-06-25

Breaking the Boundaries of Long-Context LLM Inference: Adaptive KV Management on a Single Commodity GPU

Authors: He Sun, Li Li, Mingjun Xiao, Chengzhong Xu | Published: 2025-06-25