sampling

This paper introduces a validity-diversity framework attributing diversity collapse in LLMs to order and shape miscalibration during decoding, validated across 14 language models.

VictoriaMetrics presented retroactive sampling at KubeCon EU 2026, a new method that significantly reduces traffic, CPU, and memory overhead compared to traditional tail sampling in OpenTelemetry pipelines.