Coded Computing for Resilient Distributed Computing: A Learning-Theoretic Framework

Keyphrases

• Resilient 100%
• Distributed Computing 100%
• Coded Computing 100%
• Theoretic Framework 100%
• Worker Node 75%
• Loss Function 50%
• Decoder 50%
• Encoder 50%
• Mean Square Error 50%
• Convergence Rate 25%
• Inference Tasks 25%
• Learning Theory 25%
• Machine Learning Models 25%
• Worker number 25%
• Sobolev Spaces 25%
• Machine Learning Applications 25%
• Large-scale Distributed Computing 25%
• Generalization Error 25%
• Learning Principles 25%
• Computing Approach 25%
• Stragglers 25%
• Convergence Accuracy 25%
• Training Error 25%
• Noisy Computation 25%
• Major Challenges 25%
• Machine Learning Workload 25%

Computer Science

• Distributed Computing 100%
• Machine Learning 66%
• Learning System 66%
• Generalization Error 33%
• Inference Task 33%
• Encoding Function 33%
• Decoding Function 33%
• Training Error 33%
• Machine Learning Model 33%