1 code implementation • 22 Apr 2024 • Enmao Diao, Qi Le, Suya Wu, Xinran Wang, Ali Anwar, Jie Ding, Vahid Tarokh
We introduce Collaborative Adaptation (ColA) with Gradient Learning (GL), a parameter-free, model-agnostic fine-tuning approach that decouples the computation of the gradient of hidden representations and parameters.
no code implementations • 26 May 2023 • Xinran Wang, Qi Le, Ahmad Faraz Khan, Jie Ding, Ali Anwar
Collaborations among various entities, such as companies, research labs, AI agents, and edge devices, have become increasingly crucial for achieving machine learning tasks that cannot be accomplished by a single entity alone.
no code implementations • 15 Apr 2023 • Ahmad Faraz Khan, Xinran Wang, Qi Le, Azal Ahmad Khan, Haider Ali, Jie Ding, Ali Butt, Ali Anwar
Personalized FL has been widely used to cater to heterogeneity challenges with non-IID data.
no code implementations • 17 Dec 2022 • Qi Le, Enmao Diao, Xinran Wang, Ali Anwar, Vahid Tarokh, Jie Ding
Recommender Systems (RSs) have become increasingly important in many application domains, such as digital marketing.