Research Summary

How LLM-Driven AutoML Can Improve Cross-Lingual Handwritten OCR
A research summary of my ICCKE 2025 paper on LLM-driven AutoML, cross-lingual handwritten OCR, and closed-loop neural architecture search using GPT-5, GPT-4o, and Claude Sonnet 4.
Mobina Kashaniyan
Posted Jul 2, 2026 Research Summary, Artificial Intelligence, Computer Vision
PerfMamba: Performance Analysis and Pruning of Selective State Space Models
Research summary of PerfMamba, a Springer conference paper on performance analysis, runtime profiling, scaling behavior, and pruning of Mamba-1 and Mamba-2 selective state space models.
Mobina Kashaniyan
Posted Jul 2, 2026 Research Summary, Efficient AI, High-Performance Computing, Machine Learning Systems
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