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A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts
International Journal of Computer Vision, 2023Machine learning methods strive to acquire a robust model during the training process that can effectively generalize to test samples, even in the presence of distribution shifts.
Jian Liang, R. He, Tien-Ping Tan
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Deep CORAL: Correlation Alignment for Deep Domain Adaptation
ECCV Workshops, 2016Deep neural networks are able to learn powerful representations from large quantities of labeled input data, however they cannot always generalize well across changes in input distributions.
Baochen Sun, Kate Saenko
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Profiles of career adaptivity and their relations with adaptability, adapting, and adaptation
Journal of Vocational Behavior, 2017Career adaptivity is the first factor in a chain of putative effects posited in the career construction theory (CCT): Adaptivity → Adaptability → Adapting → Adaptation. Hitherto, research on adaptivity has chiefly used variable-centered strategies to investigate the independent effects of adaptivity-related traits on adaptability, adapting, and ...
Harsha N. Perera +3 more
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Resilience, adaptation and adaptability
Cambridge Journal of Regions, Economy and Society, 2010The resilience of places in response to uncertain, volatile and rapid change has emerged as a focus of academic and policy attention. This paper aims to contribute to understanding and explaining the resilience of places. Drawing upon evolutionary Economic Geography, the concepts of adaptation and adaptability are developed in a framework based upon ...
Andy Pike +3 more
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DoRA: Weight-Decomposed Low-Rank Adaptation
International Conference on Machine LearningAmong the widely used parameter-efficient fine-tuning (PEFT) methods, LoRA and its variants have gained considerable popularity because of avoiding additional inference costs.
Shih-Yang Liu +6 more
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Ethology and Sociobiology, 1990
Abstract This essay is structured as follows. First, I describe the adaptationist program, or teleonomy, in biology. Second, I review the methodologies of this program. Third, I discuss the role that the environment of evolutionary adaptedness plays in the adaptationist program.
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Abstract This essay is structured as follows. First, I describe the adaptationist program, or teleonomy, in biology. Second, I review the methodologies of this program. Third, I discuss the role that the environment of evolutionary adaptedness plays in the adaptationist program.
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Adaptation and the effort needed to adapt
Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference, 2009Tuning a system to an operating environment calls for experimentation, and a question that arises naturally is: how many experiments are needed to come up with a system meeting certain performance specifications? This paper is an attempt to answer this fundamental question at a somehow general level.
BITTANTI, SERGIO +2 more
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Energetics, adaptation, and adaptability
American Journal of Human Biology, 1996Energy capture and conversion are fundamental to human existence, and over the past three decades biological anthropologists have used a number of approaches which incorporate energetics measures in studies of human population biology. Human groups can vary enormously in their energy expenditure.
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