Beta Schedule in DDPM
The beta schedule in diffusion models specifies the variance of the noise added at each time step π‘ during the forward process. It is a predefined sequence of valuesΒ { π½1, π½2, β¦ π½π } where each π½π‘ controls the amount of noise added at step π‘
The beta schedule itself is deterministic. A combination of smoothness and low variance typically results in the most predictable and easily understandable deterministic functions. If a function has high variance and is not smooth (e.g., it has discontinuities or sharp corners), the output can be very unpredictable even though the function is deterministic.