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Card #c89IR // #c89Synthesis

However, it is desired that the stability of NNs will not change with small undulation of structure or parameters.

— In our words · Source: Analysis and Design of Delayed Neural Networks (Xin Wang)

[Use when]

Use when a model works in sim and dies on slightly different chips.

[Why it matters]

Robustness is the requirement: small hardware tolerance must not flip stability.

More from Analysis and Design of Delayed Neural Networks

#c85Delays resulting from the communication mode among neurons are classified as transmission delay, leakage delay, and distributed delay.Use when a model lumps all latency into one parameter. #c86Since delay is inevitable, it is necessary to model NNs by functional differential/difference equations, that is, differential/difference…Use when a design assumes instantaneous communication between nodes. #c87In the process of communication among neurons, the latency issue is inevitable, which is identified as transmission delay.Use when "network lag" is treated as outside the model.