A spectral-dictionary VLM claims to match mid-scale baselines without convolutions or self-attention, but its O(L log L) complexity argument is not supported by the equations as written.
Global Filter Networks for Image Classification,
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From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs
A spectral-dictionary VLM claims to match mid-scale baselines without convolutions or self-attention, but its O(L log L) complexity argument is not supported by the equations as written.