Jia-Wei Zhang

Quantization-Aware Kalman Estimation for Diffusion Sampling

Quantization offers a practical path to deploying diffusion models with reduced memory and computation, but aggressive compression can cause quantized outputs to deviate substantially from their full-precision counterparts. Sampling-stage correction methods seek to compensate for such deviations during sampling, but ex...