Ideally, decoding and encoding models could be used for the dual purpose of prediction and neuroscientific knowledge gain. However, even within a linear framework, interpretation can be difficult. Encoding models suffer from feature fallacy; multiple combinations of features derived from a stimulus may...
一|引言 在精神状态解码(mental state decoding)中,研究人员意图从大脑区域(或者网络)的活动模式中准确识别一组精神状态(例如,快乐和恐惧的体验感)。深度学习(Deep Learning)DL模型具有无与伦比的学习复杂数据的通用表示(representations?)能力,因此非常适合于精神(心理)状态的解码。然而,它们缺乏可解释性,难以应用于小...
which is not quite the same thing, though there is some resemblance. There's also a relation to the encoding and decoding concepts of sections 2 and 3 of the recent more theoretical paperWhite-Box Transformers via Sparse Rate Reduction: Compression Is All There Is?, though that doesn't make...
(2014), where an encoder is responsible for encoding the input data into a hidden space, while a decoder is used to generate the target output text. Figure 1: Encoder-Decoder (ED) framework and decoder-only Language Model (LM). Recently, many promising large language models (GPT Radford ...
Mootha The mitochondrial proteome and human disease Annu Rev Genomics Hum Genet, 11 (2010), pp. 25-44 CrossrefView in ScopusGoogle Scholar 21 K.N. Chuh, A.R. Batt, M.R. Pratt Chemical methods for encoding and decoding of posttranslational modifications Cell Chem Biol, 23 (2016), pp. ...
?AccordingtoGile'sEffortModel(aProcessingCapacityAccount),short-termmemoryisanessentialpartintheprocessofinterpreting.ItisbelievedthatinterpretingisanSTM-centeredactivity,whichincludesencodingofinformationfromtheSourceLanguage,storingofinformation,retrievalofinformation,anddecodingofinformationintothetargetlanguage.?Or:识记...
characteristicsofShort-termMemory(STM)andtheirimplicationsfor interpreters'memorytraining.TheauthorbelievesthatinterpretingisanSTM- centeredactivity,whichincludesencodingofinformationfromtheSource Language,storingofinformation,retrievalofinformation,anddecodingofinformation intothetargetlanguage.ThetrainingofSTMskillsisthefir...
•AccordingtoGile'sEffortModel(aProcessingCapacityAccount),short-termmemoryisanessentialpartintheprocessofinterpreting.ItisbelievedthatinterpretingisanSTM-centeredactivity,whichincludesencodingofinformationfromtheSourceLanguage,storingofinformation,retrievalofinformation,anddecodingofinformationintothetargetlanguage.•Or...
Interpreting Machine Learning models is no longer a luxury but a necessity. In this session, we will explore practical techniques to interpret ML models using real time datasets across domains. Explainable AI is a developing field and many of the ideas presented here are pretty new.Below are ...