Aaron Reite
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View article: Efficient In-Domain Question Answering for Resource-Constrained Environments
Efficient In-Domain Question Answering for Resource-Constrained Environments Open
Retrieval Augmented Generation (RAG) is a common method for integrating external knowledge into pretrained Large Language Models (LLMs) to enhance accuracy and relevancy in question answering (QA) tasks. However, prompt engineering and res…
View article: Debiased Learning for Remote Sensing Data
Debiased Learning for Remote Sensing Data Open
Deep learning has had remarkable success at analyzing handheld imagery such as consumer photos due to the availability of large-scale human annotations (e.g., ImageNet). However, remote sensing data lacks such extensive annotation and thus…
View article: Multi-Spectral Image Classification with Ultra-Lean Complex-Valued Models
Multi-Spectral Image Classification with Ultra-Lean Complex-Valued Models Open
Multi-spectral imagery is invaluable for remote sensing due to different spectral signatures exhibited by materials that often appear identical in greyscale and RGB imagery. Paired with modern deep learning methods, this modality has great…