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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 12 | Issue 7 | Month- July 2024
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Published Paper Details:
Paper Title
Advancements and Challenges in Incremental Learning: A Comprehensive Survey
Authors
Varad Joshi, Dr. Rupesh Jaiswal
Keywords
Incremental Learning, Catastrophic Forgetting, Regularization, Rehearsal Techniques, Neural Network Modification, Transfer Learning, Experience Replay, Generative Replay, Elastic Weight Consolidation (EWC), Synaptic Intelligence (SI), Knowledge Distillation, Fine-Tuning, Data Augmentation, Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), Multi-Task Learning, Progressive Neural Networks (PNN), Meta-Learning, Challenges, Advancements
Abstract
Incremental learning, an essential facet of artificial intelligence (AI), involves the dynamic acquisition and integration of knowledge from new data or tasks while preserving information from prior experiences. Overcoming catastrophic forgetting and effectively adapting to evolving environments are central challenges in incremental learning [1], [10]. This survey paper comprehensively explores the latest advancements, methodologies, and challenges in incremental learning. We delve into various techniques, ranging from regularization methods and rehearsal strategies to neural network modifications and transfer learning. Through an in-depth analysis, we aim to elucidate the intricate landscape of incremental learning and provide insights to inspire future research and development in this rapidly evolving field.
IJCRT's Publication Details
Unique Identification Number - IJCRT2310388
Paper ID - 245303
Page Number(s) - d463-d476
Pubished in - Volume 11 | Issue 10 | October 2023
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Varad Joshi, Dr. Rupesh Jaiswal, "Advancements and Challenges in Incremental Learning: A Comprehensive Survey", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.11, Issue 10, pp.d463-d476, October 2023, Available at :http://www.ijcrt.org/papers/IJCRT2310388.pdf
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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