MetaInf, an XGBoost meta-scheduler with LLM-derived embeddings, selects inference acceleration strategies with reported 89.8% accuracy and 1.55x average acceleration, beating baselines.
The number of cyclic subgroups of finite abelian groups and Menon's identity
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abstract
In this note, we give a new formula for the number of cyclic subgroups of a finite abelian group. This is based on applying the Burnside's lemma to a certain group action. Also, it generalizes the well-known Menon's identity.
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Meta-Learning for Speeding Up Large Model Inference in Decentralized Environments
MetaInf, an XGBoost meta-scheduler with LLM-derived embeddings, selects inference acceleration strategies with reported 89.8% accuracy and 1.55x average acceleration, beating baselines.