Zobrazeno 1 - 10
of 2 743
pro vyhledávání: '"Mohamadi P"'
Domain adaptation, a pivotal branch of transfer learning, aims to enhance the performance of machine learning models when deployed in target domains with distinct data distributions. This is particularly critical for object detection tasks, where dom
Externí odkaz:
http://arxiv.org/abs/2412.17325
Self-supervised learning (SSL) frameworks consist of pretext task, and loss function aiming to learn useful general features from unlabeled data. The basic idea of most SSL baselines revolves around enforcing the invariance to a variety of data augme
Externí odkaz:
http://arxiv.org/abs/2412.02896
Self Supervised learning (SSL) has demonstrated its effectiveness in feature learning from unlabeled data. Regarding this success, there have been some arguments on the role that mutual information plays within the SSL framework. Some works argued fo
Externí odkaz:
http://arxiv.org/abs/2412.02121
The success of self-supervised learning (SSL) has been the focus of multiple recent theoretical and empirical studies, including the role of data augmentation (in feature decoupling) as well as complete and dimensional representation collapse. While
Externí odkaz:
http://arxiv.org/abs/2412.02109
The increasing integration of the Internet of Medical Things (IoMT) into healthcare systems has significantly enhanced patient care but has also introduced critical cybersecurity challenges. This paper presents a novel approach based on Convolutional
Externí odkaz:
http://arxiv.org/abs/2410.23306
Adam outperforms SGD when training language models. Yet this advantage is not well-understood theoretically -- previous convergence analysis for Adam and SGD mainly focuses on the number of steps $T$ and is already minimax-optimal in non-convex cases
Externí odkaz:
http://arxiv.org/abs/2410.08198
We present a theoretical explanation of the ``grokking'' phenomenon, where a model generalizes long after overfitting,for the originally-studied problem of modular addition. First, we show that early in gradient descent, when the ``kernel regime'' ap
Externí odkaz:
http://arxiv.org/abs/2407.12332
We study the geometric phase (GP) of a two-level atom coupled to an environment composed of free space and a dielectric nanosphere in thermal and out of thermal equilibrium. We analytically and numerically analyze the optical properties and loss of t
Externí odkaz:
http://arxiv.org/abs/2404.15216
Local neighborhoods play a crucial role in embedding generation in graph-based learning. It is commonly believed that nodes ought to have embeddings that resemble those of their neighbors. In this research, we try to carefully expand the concept of s
Externí odkaz:
http://arxiv.org/abs/2401.01384
Autor:
Mohamadi, Salman, Adjeroh, Donald A.
Human aging is a process controlled by both genetics and environment. Many studies have been conducted to identify a subset of genes related to aging from the human genome. Biologists implicitly categorize age-related genes into genes that cause agin
Externí odkaz:
http://arxiv.org/abs/2311.09411