Efficient Proof System

Verifying Differentially Private Median Estimation

Authors: Hyukjun Kwon, Chenglin Fan | Published: 2025-05-22
Privacy Assessment
Efficient Proof System
Differential Privacy

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
Efficient Proof System
Secure Arithmetic Computation
Watermark Design

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

Authors: Tianxing Fu, Jia Hu, Geyong Min, Zi Wang | Published: 2025-03-17
Privacy Protection Method
Efficient Proof System
Deep Learning

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
Privacy Technique
Efficient Proof System
Computational Complexity

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
Algorithm Design
Efficient Proof System
Adversarial Learning

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
Training Method
Robustness Evaluation
Efficient Proof System

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
Robustness Evaluation
Efficient Proof System
Adversarial Example