Highly Accurate CNN Inference Using Approximate Activation Functions over Homomorphic Encryption

Business & Economics

• Encryption 100%
• Neural Networks 91%
• Activation 75%
• Inference 63%
• Data Handling 55%
• Polynomials 37%
• Machine Learning 25%
• Microsoft 21%
• Normalization 21%
• Google 20%
• Labeling 20%
• Batch 19%
• Financial Data 19%
• Big Data 18%
• Privacy 17%
• Approximation 15%
• Evaluation 10%

Engineering & Materials Science

• Convolutional neural networks 69%
• Chemical activation 68%
• Cryptography 62%
• Polynomial approximation 25%
• Labeling 18%
• Big data 17%
• Polynomials 14%
• Machine learning 14%
• Servers 13%