Equation 12 · Part 2 · How Multimodal Models Actually Handle Video, Audio, and Space
Symbol f_s
What this part means
occurs above the fraction bar. The numerator is divided by the entire denominator below it.
Its job in the formula
occurs above the fraction bar. The numerator is divided by the entire denominator below it.
Full expression→Symbol f_s→Article meaning
The passage around this formula
…encoder-decoder pair with a residual vector quantizer, trained jointly and shown to outperform prior codecs at comparable bitrates [ 7 ] . The mechanism gives a concrete, computable token rate. For a signal sampled at hertz, encoded with hop length h samples per frame, and quantized with residual stages of codebook size K each, the bitrate is . Every added quantizer stage buys reconstruction fidelity at a fixed, computable token-rate cost — the audio-codec analogue of the video…
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A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.
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Sources cited in the surrounding passage
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