Converting Transformers to Polynomial Form for Secure Inference Over Homomorphic Encryption

Keyphrases

• Transformer 100%
• Homomorphic Encryption 100%
• Polynomial Form 100%
• Secure Inference 100%
• Traditional Models 16%
• Publicly Available 16%
• Ablation 16%
• Performance Gap 16%
• Privacy-preserving 16%
• Transformer Model 16%
• Data Owner 16%
• Transformer Architecture 16%
• AI Community 16%
• Full Transformer 16%

Engineering

• Polynomial Form 100%
• Bridging 50%
• Extensive Research 50%
• Component Model 50%
• Comparable Result 50%
• Deep Learning Method 50%
• Artificial Intelligence 50%
• Convolutional Neural Network 50%

Computer Science

• Homomorphic Encryption 100%
• Performance Gap 16%
• Traditional Model 16%
• Privacy Preserving 16%
• Component Model 16%
• Convolutional Neural Network 16%
• Artificial Intelligence 16%
• Deep Learning Method 16%
• State-of-the-Art Application 16%