Unverified50% confidenceFactExact time
Existing theoretical work has shown that the output of data re-uploading circuits can be written as a Fourier expansion of the input signal, with its frequencies jointly determined by the encoding scheme and the parameter settings.
1
Sources
50%
Confidence
Long-term
Relevance
10/19/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedEncoding spectral queries can change the hypothesis class of the circuit over the signal; the mechanism is modulating the way existing signal frequencies are combined, rather than introducing new sample-related information.76% similarUnverified神经元激活的度量方式包括原始激活值、激活频率和相对激活强度等多种,反映模型内部不同的信息组织逻辑69% similarUnverifiedBy analyzing mild solutions via Picard iteration, the study finds that derivatives of the input function appear explicitly in the solution operator, providing a theoretical basis for supplying derivative features as network inputs.66% similarUnverified自动微分分为前向模式(从输入向输出传播导数,适合输入维度远小于输出维度)和反向模式(从输出向输入反向传播梯度,适合输出维度远小于输入维度)66% similarUnverifiedVariational response generators introduce the idea of variational autoencoders by inserting a latent variable between the encoder and decoder; the latent variable follows a probability distribution and is sampled during generation to introduce diversity.65% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1065457API
curl https://kongchang.com/api/v1/knowledge/claims/1065457MCP
get_claim(id=1065457)