DNNs Improve Nonparametric Estimation for Covariate-Driven Poisson Processes
DNN-based NPMLEs achieve nearly minimax-optimal rates for compositional intensities without explicit structure encoding.
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Stories tagged #poisson-process
Watermarkable Multi-Draft Speculative Sampling via Poisson Processes
Poisson-process multi-draft speculative sampling stays efficient while embedding an unbiased LLM watermark.