4 papers
Generative Profiling for Soft Real-Time Systems and its Applications to Resource Allocation
Georgiy A. Bondar, Abigail Eisenklam, Yifan Cai +4
Modern real-time systems require accurate characterization of task timing behavior to ensure predictable performance, particularly on complex hardware architectures. Existing metho…
CORD: Co-design of Resource Allocation and Deadline Decomposition with Generative Profiling
Robert Gifford, Abby Eisenklam, Georgiy A. Bondar +4
As multicore hardware is becoming increasingly common in real-time systems, traditional scheduling techniques that assume a single worst-case execution time for a task are no longe…
Stochastic Learning of Computational Resource Usage as Graph Structured Multimarginal Schrödinger Bridge
Georgiy A. Bondar, Robert Gifford, Linh Thi Xuan Phan +1
We propose to learn the time-varying stochastic computational resource usage of software as a graph structured Schrödinger bridge problem. In general, learning the computational re…
Path Structured Multimarginal Schrödinger Bridge for Probabilistic Learning of Hardware Resource Usage by Control Software
Georgiy A. Bondar, Robert Gifford, Linh Thi Xuan Phan +1
The solution of the path structured multimarginal Schrödinger bridge problem (MSBP) is the most-likely measure-valued trajectory consistent with a sequence of observed probability…