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20242026
most citedDetecting Training Data of Large Language Models via Expectation Maximization

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cs.LG2026

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem

Seongjin Cha, Gyuwan Kim, Dongsu Han +2

Self-speculative decoding (SSD) accelerates LLM inference by skipping layers to create an efficient draft model, yet existing methods often rely on static heuristics that ignore th…