Computational Problem

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

Authors: Bing-Jyue Chen, Lilia Tang, Daniel Kang | Published: 2025-07-09
Performance Evaluation
Polynomial Approximation
Computational Problem

A Cryptographic Perspective on Mitigation vs. Detection in Machine Learning

Authors: Greg Gluch, Shafi Goldwasser | Published: 2025-04-28 | Updated: 2025-07-10
Certified Robustness
Adversarial attack
Computational Problem

Continuous LWE

Authors: Joan Bruna, Oded Regev, Min Jae Song, Yi Tang | Published: 2020-05-19 | Updated: 2020-10-24
Algorithm
Computational Problem
Quantum Information and Quantum Computing

On Robustness to Adversarial Examples and Polynomial Optimization

Authors: Pranjal Awasthi, Abhratanu Dutta, Aravindan Vijayaraghavan | Published: 2019-11-12
Model Performance Evaluation
Adversarial Attack Methods
Computational Problem

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
Blockchain
Machine Learning Method
Computational Problem

On the Hardness of Robust Classification

Authors: Pascale Gourdeau, Varun Kanade, Marta Kwiatkowska, James Worrell | Published: 2019-09-12
Learnability of Monotone Combinations
Loss Function
Computational Problem