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  Published Paper Details:

  Paper Title

META-LEARNING FRAMEWORKS FOR ADAPTIVE AUTOMATIC ADAPTATION

  Authors

  Suraj Sharma,  Dr Madan Sharma

  Keywords

Meta-learning, Adaptation, Automatic Learning, Few-shot Learning, Continual Learning

  Abstract


In recent years, the demand for intelligent systems capable of rapidly and autonomously adapting to new tasks and environments has accelerated the development of meta-learning frameworks. Between 2024 and 2025, the field has seen substantial innovation, particularly in the design of meta-learning frameworks for adaptive automatic adaptation. These frameworks aim to enable machine learning models to generalize from prior experience and automatically adjust to unseen tasks with minimal data and computation. Unlike traditional learning paradigms that require extensive retraining, meta-learning provides a mechanism for "learning to learn," where the adaptation process itself is optimized during training.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2510698

  Paper ID - 295521

  Page Number(s) - f925-f933

  Pubished in - Volume 13 | Issue 10 | October 2025

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Suraj Sharma,  Dr Madan Sharma,   "META-LEARNING FRAMEWORKS FOR ADAPTIVE AUTOMATIC ADAPTATION", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 10, pp.f925-f933, October 2025, Available at :http://www.ijcrt.org/papers/IJCRT2510698.pdf

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ISSN: 2320-2882
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Journal Starting Year (ESTD) : 2013
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ISSN and 7.97 Impact Factor Details


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ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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