Author

Zohair Shafi

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#machine learning Preprint Sep 2026

Scaling of Capability and Efficiency at Inference Time in Large Reasoning Models

Evaluating the capability and efficiency of LLMs from the DeepSeek-R1-Distill model family across four classes of arithmetic and algorithmic reasoning problems reveals potential limitations of naive scaling as a strategy for developing more capable AI systems.

Moritz Laber, Zohair Shafi, Germans Savcisens et al. · 0 citations

#edge computing Preprint Aug 2026

Beat the Counter First: A Baseline for Temporal-Graph Anomaly Detectors

SimpleCount is proposed, a reference with no parameter fitting that selects one scalar feature per dataset from a fixed pool of counts, recencies, first-occurrence indicators, and count-derived transforms that matches or exceeds SLADE on three of six datasets and exceeds IsoForest on all six.

Omair Shafi Ahmed, Zohair Shafi · 0 citations