🏢 Iowa State University
Leveraging partial stragglers within gradient coding
·1641 words·8 mins·
loading
·
loading
Machine Learning
Federated Learning
🏢 Iowa State University
New gradient coding protocols efficiently leverage partial results from slow worker nodes, accelerating distributed training by approximately 2x and significantly improving accuracy.
Gradient Methods for Online DR-Submodular Maximization with Stochastic Long-Term Constraints
·346 words·2 mins·
loading
·
loading
AI Theory
Optimization
🏢 Iowa State University
Novel gradient-based algorithms achieve O(√T) regret and O(T3/4) constraint violation for online DR-submodular maximization with stochastic long-term constraints.
CodeRosetta: Pushing the Boundaries of Unsupervised Code Translation for Parallel Programming
·5423 words·26 mins·
loading
·
loading
AI Generated
Natural Language Processing
Machine Translation
🏢 Iowa State University
Code Rosetta pushes the boundaries of unsupervised code translation by introducing the first encoder-decoder model that efficiently translates between programming languages and their parallel HPC exte…