PositCL: Compact Continual Learning with Posit Aware Quantization

Author:

Karia Vedant1ORCID,Zyarah Abdullah1ORCID,Kudithipudi Dhireesha1ORCID

Affiliation:

1. Neuromorphic AI Lab, University of Texas at San Antonio, USA

Funder

NSF EFRI BRAID

NSF NAIAD

Air Force Research Laboratory

Publisher

ACM

Reference28 articles.

1. Metaplasticity: the plasticity of synaptic plasticity

2. Bernard Ans and Stéphane Rousset. 1997. Avoiding catastrophic forgetting by coupling two reverberating neural networks. Comptes Rendus de l’Académie des Sciences-Series III-Sciences de la Vie 320, 12 (1997), 989–997.

3. Matthias De Lange, Rahaf Aljundi, Marc Masana, Sarah Parisot, Xu Jia, Ales Leonardis, Gregory Slabaugh, and Tinne Tuytelaars. 2019. Continual learning: A comparative study on how to defy forgetting in classification tasks. arXiv preprint arXiv:1909.08383 2, 6 (2019).

4. Semi-distributed Representations and Catastrophic Forgetting in Connectionist Networks

5. Dynamically constraining connectionist networks to produce distributed, orthogonal representations to reduce catastrophic interference

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