Yong Deng

Design and Optimization of Heterogeneous Coded Distributed Computing with Nonuniform File Popularity

2023 · arXiv (Cornell University)

This paper studies MapReduce-based heterogeneous coded distributed computing (CDC) where, besides different computing capabilities at workers, input files to be accessed by computing jobs have nonuniform popularity. We propose a file placement strategy that can …

Isopignistic Canonical Decomposition via Belief Evolution Network

2024 · arXiv (Cornell University)

Developing a general information processing model in uncertain environments is fundamental for the advancement of explainable artificial intelligence. Dempster-Shafer theory of evidence is a well-known and effective reasoning method for representing epistemic uncertainty, which is …