Dependency-Aware Scaling

Why Dependency-Aware Auto-Scaling Matters in Serverless Computing

A research summary of my SAGE paper on dependency-aware serverless auto-scaling, multi-expert consensus, workload forecasting, and cost-aware resource allocation.

Mobina Kashaniyan

Posted Jul 2, 2026 Research Summary, Cloud Computing, Artificial Intelligence

An Auto-Scaling Approach for Serverless Environments Based on a Multi-Expert Consensus Mechanism

A dependency-aware auto-scaling framework for serverless computing using multi-expert consensus, workload forecasting, ensemble learning, and cost-aware resource allocation.

Mobina Kashaniyan, Mehrdad Ashtiani, Amirhossein Ghassemi

Posted Jun 23, 2026 Journal Article