効率的証明システム

Need for zkSpeed: Accelerating HyperPlonk for Zero-Knowledge Proofs

Authors: Alhad Daftardar, Jianqiao Mo, Joey Ah-kiow, Benedikt Bünz, Ramesh Karri, Siddharth Garg, Brandon Reagen | Published: 2025-04-08
効率的証明システム
安全な算術計算
透かし設計

Zero-Knowledge Proof-Based Consensus for Blockchain-Secured Federated Learning

Authors: Tianxing Fu, Jia Hu, Geyong Min, Zi Wang | Published: 2025-03-17
プライバシー保護手法
効率的証明システム
深層学習

Zero-knowledge Proof Meets Machine Learning in Verifiability: A Survey

Authors: Zhibo Xing, Zijian Zhang, Jiamou Liu, Ziang Zhang, Meng Li, Liehuang Zhu, Giovanni Russello | Published: 2023-10-23
プライバシー手法
効率的証明システム
計算複雑性

IBP Regularization for Verified Adversarial Robustness via Branch-and-Bound

Authors: Alessandro De Palma, Rudy Bunel, Krishnamurthy Dvijotham, M. Pawan Kumar, Robert Stanforth | Published: 2022-06-29 | Updated: 2023-05-31
アルゴリズム設計
効率的証明システム
敵対的学習

Regularized Training and Tight Certification for Randomized Smoothed Classifier with Provable Robustness

Authors: Huijie Feng, Chunpeng Wu, Guoyang Chen, Weifeng Zhang, Yang Ning | Published: 2020-02-17
トレーニング手法
ロバスト性評価
効率的証明システム

Scalable Quantitative Verification For Deep Neural Networks

Authors: Teodora Baluta, Zheng Leong Chua, Kuldeep S. Meel, Prateek Saxena | Published: 2020-02-17 | Updated: 2021-03-23
ロバスト性評価
効率的証明システム
敵対的サンプル