Artificial Intelligence #artificial intelligence#llm
New AI Sampling Method APPS Improves LLM Decoding Efficiency Without Training
A new paper introduces Auxiliary Particle Power Sampling (APPS), a blockwise particle algorithm that improves inference-time decoding of large language models without additional training. The method redistributes computational resources across competing prefixes, offering better accuracy-runtime trade-offs for enterprise AI applications.
Jun 17, 2026 1 source