Výsledky vyhledávání - "Cost of adaptation"

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SQFT: Low-cost Model Adaptation in Low-precision Sparse Foundation Models

Autor: Muñoz, Juan Pablo, Yuan, Jinjie, Jain, Nilesh

Large pre-trained models (LPMs), such as large language models, have become ubiquitous and are employed in many applications. These models are often adapted to a desired domain or downstream task through a fine-tuning stage. This paper proposes SQFT,

Externí odkaz: http://arxiv.org/abs/2410.03750

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Akademický článek

A–Z of cost-effective adaptation strategies to the impact of climate change among crop farmers in West Africa.

Autor: Onyekuru, NwaJesus Anthony¹ (AUTHOR) chiakatony@yahoo.com, Marchant, Robert² (AUTHOR), Touza, Julia M.³ (AUTHOR), Ume, Chukwuma⁴ (AUTHOR), Chiemela, Chinedu⁵ (AUTHOR), Onyia, Chukwemeka⁵ (AUTHOR), Eboh, Eric C.⁶ (AUTHOR), Eze, Christopher C.⁶ (AUTHOR)

Publikováno v: Environment, Development & Sustainability. Aug2024, Vol. 26 Issue 8, p20311-20332. 22p.

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Interactive Multi-fidelity Learning for Cost-effective Adaptation of Language Model with Sparse Human Supervision

Autor: Zhang, Jiaxin, Li, Zhuohang, Das, Kamalika, Kumar, Sricharan

Large language models (LLMs) have demonstrated remarkable capabilities in various tasks. However, their suitability for domain-specific tasks, is limited due to their immense scale at deployment, susceptibility to misinformation, and more importantly

Externí odkaz: http://arxiv.org/abs/2310.20153

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Distributed Nonparametric Function Estimation: Optimal Rate of Convergence and Cost of Adaptation

Autor: Cai, T. Tony, Wei, Hongji

Distributed minimax estimation and distributed adaptive estimation under communication constraints for Gaussian sequence model and white noise model are studied. The minimax rate of convergence for distributed estimation over a given Besov class, whi

Externí odkaz: http://arxiv.org/abs/2107.00179

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Akademický článek

FACTORS INFLUENCING THE COST OF ADAPTATION TO SEASONAL FLOODS IN BARITO KUALA REGENCY OF SOUTH KALIMANTAN PROVINCE, INDONESIA

Autor: Muzdalifah, Fajeri H., Hanafie U.

Publikováno v: Russian Journal of Agricultural and Socio-Economic Sciences, Vol 142, Iss 10, Pp 101-108 (2023)

Disaster is an event or series of events that threaten and disrupt community life. Flood disasters result in loss of life, environmental damage, and financial losses. Flood impacts affect the flood distribution locations and the socio-economic condit

Externí odkaz: https://doaj.org/article/07c8e2e6fb2245e9be386527bad3dc05

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Polynomial Cost of Adaptation for X -Armed Bandits

Autor: Hadiji, Hédi

Publikováno v: Thirty-third Conference on Neural Information Processing Systems, Dec 2019, Vancouver, France

In the context of stochastic continuum-armed bandits, we present an algorithm that adapts to the unknown smoothness of the objective function. We exhibit and compute a polynomial cost of adaptation to the H{\"o}lder regularity for regret minimization

Externí odkaz: http://arxiv.org/abs/1905.10221

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