Probabilistic Metaplasticity for Continual Learning with Memristors [PDF]
Edge devices operating in dynamic environments critically need the ability to continually learn without catastrophic forgetting. The strict resource constraints in these devices pose a major challenge to achieve this, as continual learning entails memory and computational overhead.
arxiv
CDX1 protein expression in normal, metaplastic, and neoplastic human alimentary tract epithelium [PDF]
DG Silberg+5 more
openalex +1 more source
Small cell carcinoma of the gall‐bladder with intestinal metaplastic epithelium [PDF]
Hiroko Kuwabara, Hirotsugu Uda
openalex +1 more source
Metaplastic (hyperplastic) polyps of the large bowel: benign neoplasms after all? [PDF]
Gareth Williams
openalex +1 more source
Several lines of evidence have shown that early life experiences have a profound impact on fear-related behavior, but the detailed mechanisms are unknown.
Sachiko Hiraide+8 more
doaj
Neuromimetic metaplasticity for adaptive continual learning [PDF]
Conventional intelligent systems based on deep neural network (DNN) models encounter challenges in achieving human-like continual learning due to catastrophic forgetting. Here, we propose a metaplasticity model inspired by human working memory, enabling DNNs to perform catastrophic forgetting-free continual learning without any pre- or post-processing.
arxiv
Metaplasticity of Mossy Fiber Synaptic Transmission Involves Altered Release Probability [PDF]
Ivan Goussakov+3 more
openalex +1 more source
Stochastic Engrams for Efficient Continual Learning with Binarized Neural Networks [PDF]
The ability to learn continuously in artificial neural networks (ANNs) is often limited by catastrophic forgetting, a phenomenon in which new knowledge becomes dominant. By taking mechanisms of memory encoding in neuroscience (aka. engrams) as inspiration, we propose a novel approach that integrates stochastically-activated engrams as a gating ...
arxiv
Competitive Perceptrons: The Relevance of Modeling New Bioinspired Properties Such as Intrinsic Plasticity, Metaplasticity, and Lateral Inhibition of Rate-Coding Artificial Neurons. [PDF]
Andina D.
europepmc +1 more source
BackgroundNon-invasive neuromodulation (NIN) techniques have been widely utilized in treating patients with disorders of consciousness (DoC), but their therapeutic effects have been inconsistent.
Jingwen Wang+13 more
doaj +1 more source