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Mobina Kashaniyan

2 papers indexed

arxivcs.LGcs.AIcs.DCcs.PF2026-07-16

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

Mobina Kashaniyan, Mehrdad Ashtiani, Amirhossein Ghassemi

Serverless computing provides automatic resource management and pay-per-use execution, but effective autoscaling remains challenging because of dynamic workloads, cold-start latency, and dependencies among functions. We present a dependency-aware autoscaling framework that integr…

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arxivcs.CVcs.AIcs.LG2026-07-16

LLM-Driven AutoML for Cross-Lingual Handwritten OCR: Closed-Loop Neural Architecture Search with GPT-5, GPT-4o, and Claude Sonnet 4

Mobina Kashaniyan, Amirhossein Ghassemi, Nasser Mozayani

We present a fully automated closed-loop AutoML framework that uses GPT-5, GPT-4o, and Claude Sonnet 4 as autonomous neural architecture designers for cross-lingual handwritten optical character recognition. Each large language model independently generates, trains, evaluates, an…

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