IEEE

Private and Robust Distributed Nonconvex Optimization via Polynomial Approximation

Abstract: There has been work that exploits polynomial approximation to solve distributed nonconvex optimization problems involving univariate objectives. This idea facilitates arbitrarily precise ...
IEEE

Unitary Root-MUSIC Method With Nystrom Approximation for 3-D Sparse Array DOA Estimation in Sensor Networks

Abstract: This letter addresses the challenge of efficient direction of arrival (DOA) estimation in 3-D sparse arrays, crucial for applications, such as radar and wireless communication systems. We ...
GitHub

Initialization using Update Approximation is a Silver Bullet for Extremely Efficient Low-Rank Fine-Tuning

Code for the paper Initialization using Update Approximation is a Silver Bullet for Extremely Efficient Low-Rank Fine-Tuning LoRA-SB is built on top of HuggingFace Transformers and PEFT libraries, ...