 offer a promising pathway to implement deep neural networks (DNNs) in a more energy-efficient manner since their neurons are sparsely activated and inferences are event-driven. However%2C there have been very few works that have demonstrated the efficacy of SNNs in language tasks partially because it is non-trivial to represent words in the forms of spikes and to deal with variable-length texts by SNNs. This work presents a conversion %2B fine-tuning two-step method for training SNNs for text classification and proposes a simple but effective way to encode pre-trained word embeddings as spike trains. We show empirically that after fine-tuning with surrogate gradients%2C the converted SNNs achieve comparable results to their DNN counterparts with much less energy consumption across multiple datasets for both English and Chinese. We also show that such SNNs are more robust to adversarial attacks than DNNs. "Spiking Convolutional Neural Networks For Text Classification Ai")
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Text Classification In Memristor Based Spiking Neural Networks Deepai Define spiking. spiking synonyms, spiking pronunciation, spiking translation, english dictionary definition of spiking. n. 1. a. a long, thick, sharp pointed piece of wood or metal. b. a heavy nail. 2. a spikelike part or projection, as: a. a sharp pointed projection along. This dictionary definitions page includes all the possible meanings, example usage and translations of the word spiking. did you actually mean spacing or spiciness?. Drink spiking occurs when someone puts a substance into someone else’s drink without permission. doing this is a crime, whether or not illegal drugs were used. Spiking is a term used to describe the act of adding drugs or alcohol to someone's drink without their knowledge or consent. it is often done with malicious intent, such as to take advantage of the person while they are incapacitated, or to harm them physically or emotionally. Spiking is when someone gives someone drugs or alcohol without them knowing or consenting, either by putting something in their drink or using a needle. police in england and wales received 6,732 reports of spiking in the year up to april 2023 with 957 of those relating to needle spiking. Factsheet what does the noun spiking mean? there are three meanings listed in oed's entry for the noun spiking. see ‘meaning & use’ for definitions, usage, and quotation evidence.
Spiking Neural Networks Where Neuroscience Meets Artificial Drink spiking occurs when someone puts a substance into someone else’s drink without permission. doing this is a crime, whether or not illegal drugs were used. Spiking is a term used to describe the act of adding drugs or alcohol to someone's drink without their knowledge or consent. it is often done with malicious intent, such as to take advantage of the person while they are incapacitated, or to harm them physically or emotionally. Spiking is when someone gives someone drugs or alcohol without them knowing or consenting, either by putting something in their drink or using a needle. police in england and wales received 6,732 reports of spiking in the year up to april 2023 with 957 of those relating to needle spiking. Factsheet what does the noun spiking mean? there are three meanings listed in oed's entry for the noun spiking. see ‘meaning & use’ for definitions, usage, and quotation evidence.