2 papers
cs.LG2025
HyperAdapt: Simple High-Rank Adaptation
Abel Gurung, Joseph Campbell
Foundation models excel across diverse tasks, but adapting them to specialized applications often requires fine-tuning, an approach that is memory and compute-intensive. Parameter-…
math.NA2024
Hybrid PDE-Deep Neural Network Model for Calcium Dynamics in Neurons
Abel Gurung, Qingguang Guan
Traditionally, calcium dynamics in neurons are modeled using partial differential equations (PDEs) and ordinary differential equations (ODEs). The PDE component focuses on reaction…