3 papers
cs.AR2026
Energy Efficient Software Hardware CoDesign for Machine Learning: From TinyML to Large Language Models
Mohammad Saleh Vahdatpour, Yanqing Zhang
The rapid deployment of machine learning across platforms from milliwatt-class TinyML devices to large language models has made energy efficiency a primary constraint for sustainab…
cs.LG2025
The Energy-Efficient Hierarchical Neural Network with Fast FPGA-Based Incremental Learning
Mohammad Saleh Vahdatpour, Huaiyuan Chu, Yanqing Zhang
The rising computational and energy demands of deep learning, particularly in large-scale architectures such as foundation models and large language models (LLMs), pose significant…
cs.LG2025
Forecasting and Visualizing Air Quality from Sky Images with Vision-Language Models
Mohammad Saleh Vahdatpour, Maryam Eyvazi, Yanqing Zhang
Air pollution remains a critical threat to public health and environmental sustainability, yet conventional monitoring systems are often constrained by limited spatial coverage and…