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I too am repelled by the complexity of deep learning research, but using the phrase "visionary journey" in the abstract is a bit of a crank alert...

The whole abstract sounds like marketing copy from those websites that don't tell you what their product is:

> By avoiding high depth, shortcuts, and intricate operations like self-attention, VanillaNet is refreshingly concise yet remarkably powerful.