計算問題

ZKTorch: Compiling ML Inference to Zero-Knowledge Proofs via Parallel Proof Accumulation

Authors: Bing-Jyue Chen, Lilia Tang, Daniel Kang | Published: 2025-07-09
パフォーマンス評価
多項式近似
計算問題

A Cryptographic Perspective on Mitigation vs. Detection in Machine Learning

Authors: Greg Gluch, Shafi Goldwasser | Published: 2025-04-28 | Updated: 2025-07-10
モデルの頑健性保証
敵対的攻撃
計算問題

Continuous LWE

Authors: Joan Bruna, Oded Regev, Min Jae Song, Yi Tang | Published: 2020-05-19 | Updated: 2020-10-24
アルゴリズム
計算問題
量子情報と量子計算

On Robustness to Adversarial Examples and Polynomial Optimization

Authors: Pranjal Awasthi, Abhratanu Dutta, Aravindan Vijayaraghavan | Published: 2019-11-12
モデル性能評価
敵対的攻撃手法
計算問題

VeriML: Enabling Integrity Assurances and Fair Payments for Machine Learning as a Service

Authors: Lingchen Zhao, Qian Wang, Cong Wang, Qi Li, Chao Shen, Xiaodong Lin, Shengshan Hu, Minxin Du | Published: 2019-09-16
ブロックチェーン
機械学習手法
計算問題

On the Hardness of Robust Classification

Authors: Pascale Gourdeau, Varun Kanade, Marta Kwiatkowska, James Worrell | Published: 2019-09-12
モノトーン結合の学習可能性
損失関数
計算問題