Jieni Li

Versat-AI: An ONNX-to-SoC Compiler for Model-Agnostic CGRA Edge Inference

Edge inference on resource-constrained embedded nodes demands accelerators that are energy-efficient and compact. This paper presents Versat-AI, an open-source compiler that accepts a standard Open Neural Network Exchange (ONNX) model and generates a complete, synthesisable RISC-...

Drug Repositioning Based on Single-Cell Transcriptomics Data Identifies Quinidine as a Potential Drug for Treating Osteoporosis

Osteoporosis (OP) is characterized by low bone mass and impaired bone microarchitecture, and the long-term use of current therapies is limited by adverse effects and poor adherence. This study sought to identify drugs that could be repurposed for glucocorticoid-induced osteoporos...

Effects of Deep Learning Observation Operators in Direct Radiance Assimilation of Microwave Radiation Imager in Land Surface Models

Soil moisture is a key forecast variable of land surface models. Direct assimilation of microwave brightness temperature data to optimize soil moisture initial fields is an effective approach to improve simulation accuracy of soil moisture. However, most existing direct assimilat...