Create: 2025-06-24 Update: 2025-07-09 21:12:59

Unified Scaling Laws for Compressed Representations
[Статья]

Введение

В ряде предыдущих работ (Sparsity Scaling Laws, Scaling laws for precision) было продемонстрировано, что для сжатых моделей действуют законы масштабирования, аналогичные известному принципу Шиншиллы, а влияние сжатия можно выразить через эффективное число параметров.

Однако ранее эффект мультимодального сжатия (сочетание разреженности, квантования и других методов) не исследовался систематически. Кроме того, результаты по Precision Scaling Laws были получены в довольно наивной, субоптимальной с точки зрения качества, постановке.

Эту задачу взяла на себя группа исследователей из IST Austria. В своей работе они выявили общие закономерности масштабирования для различных способов представления данных. Более того, было показано, что емкость такого представления можно выразить через способность аппроксимировать случайный гауссовский шум.

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Unified Scaling Laws for Compressed Representations

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