Machine Learning

Real-Time Edge Intelligence in the Making: A Collaborative Learning Framework via Federated Meta-Learning

Authors: Sen Lin, Guang Yang, Junshan Zhang | Published: 2020-01-09 | Updated: 2020-05-08
Convergence Analysis
Machine Learning
Communication Efficiency

Secure multiparty computations in floating-point arithmetic

Authors: Chuan Guo, Awni Hannun, Brian Knott, Laurens van der Maaten, Mark Tygert, Ruiyu Zhu | Published: 2020-01-09
Polynomial Approximation
Machine Learning
Linear Model

FANNet: Formal Analysis of Noise Tolerance, Training Bias and Input Sensitivity in Neural Networks

Authors: Mahum Naseer, Mishal Fatima Minhas, Faiq Khalid, Muhammad Abdullah Hanif, Osman Hasan, Muhammad Shafique | Published: 2019-12-03 | Updated: 2020-05-14
Performance Evaluation
Machine Learning
Deep Learning

Error-Correcting Output Codes with Ensemble Diversity for Robust Learning in Neural Networks

Authors: Yang Song, Qiyu Kang, Wee Peng Tay | Published: 2019-11-30 | Updated: 2021-05-07
Error-Correcting Neural Network
Machine Learning
Deep Learning Technology

An automated approach for task evaluation using EEG signals

Authors: Vishal Anand, S. R. Sreeja, Debasis Samanta | Published: 2019-11-07 | Updated: 2019-11-14
Task Design
Signal Processing
Machine Learning

Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

Authors: Yaqin Zhou, Shangqing Liu, Jingkai Siow, Xiaoning Du, Yang Liu | Published: 2019-09-08
Graph Construction
Data-Driven Vulnerability Assessment
Machine Learning

On the Need for Topology-Aware Generative Models for Manifold-Based Defenses

Authors: Uyeong Jang, Susmit Jha, Somesh Jha | Published: 2019-09-07 | Updated: 2020-02-17
Topology Analysis
Adversarial Example
Machine Learning

Distributed creation of Machine learning agents for Blockchain analysis

Authors: Zvezdin Besarabov, Todor Kolev | Published: 2019-09-06
Incentive Mechanism
Integration of Blockchain and FL
Machine Learning

Duet: An Expressive Higher-order Language and Linear Type System for Statically Enforcing Differential Privacy

Authors: Joseph P. Near, David Darais, Chike Abuah, Tim Stevens, Pranav Gaddamadugu, Lun Wang, Neel Somani, Mu Zhang, Nikhil Sharma, Alex Shan, Dawn Song | Published: 2019-09-05
Privacy-Preserving Algorithm
Privacy Protection Mechanism
Machine Learning

Defeating Opaque Predicates Statically through Machine Learning and Binary Analysis

Authors: Ramtine Tofighi-Shirazi, Irina Asăvoae, Philippe Elbaz-Vincent, Thanh-Ha Le | Published: 2019-09-04
Model evaluation methods
Machine Learning
Feature Importance Analysis