Efficient Dynamic Batch Adaptation (Student Abstract)

نویسندگان

چکیده

In this paper we introduce Efficient Dynamic Batch Adaptation (EDBA), which improves on a previous method that works by adjusting the composition and size of current batch. Our improvements allow for to feasibly scale up bigger models datasets, drastically improving model convergence generalization. We show how is still able perform especially well in data-scarce scenarios, managing obtain test accuracy 100 samples CIFAR-10 90.68%, while baseline only reaches 23.79%. On full dataset, EDBA ∼120 epochs requires ∼300 epochs.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Efficient Computation of Deterministic Extensions for Dynamic Abstract Argumentation Frameworks

ARGUMENTATION An (abstract) argumentation framework [1] (AF) is a pair 〈A,Σ〉, where A is a set of arguments and Σ ⊆ A×A is a set of attacks. – It allows representing dialogues, making decisions, and handling inconsistency; – An AF can be viewed as a direct graph, whose nodes are arguments and whose edges are attacks. SEMANTICS FOR AFS An argumentation semantics specifies the criteria for identi...

متن کامل

Dynamic Batch Bayesian Optimization

Bayesian optimization (BO) algorithms try to optimize an unknown function that is expensive to evaluate using minimum number of evaluations/experiments. Most of the proposed algorithms in BO are sequential, where only one experiment is selected at each iteration. This method can be time inefficient when each experiment takes a long time and more than one experiment can be ran concurrently. On t...

متن کامل

Energy-Efficient Wireless Cellular Communications through Network Resource Dynamic Adaptation

Cellular networks represent one of the major energy consumers of communication networks and their contribution to the global carbon footprint and energy consumption continuously and rapidly increases. Improving energy efficiency of the cellular access networks become an important requirement and has recently gained considerable attention of the research community and operators. In this paper, i...

متن کامل

Dynamic Coalition Adaptation for Efficient Agent-Based Virtual Power Plants

An agent-based organizational model for a smart energy system is introduced relying on a dynamic coalition formation mechanism for virtual power plants. Central to this mechanism we propose a solution concept that stems from the existent stability notions in coalitional games. The process is intended as an open-ended organizational adaptation, concerned with achieving stable configurations that...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Proceedings of the ... AAAI Conference on Artificial Intelligence

سال: 2023

ISSN: ['2159-5399', '2374-3468']

DOI: https://doi.org/10.1609/aaai.v37i13.27024