🤖 AlphaDev: AI Learns Faster Sorting Algorithms
Impossible d'ajouter des articles
Échec de l’élimination de la liste d'envies.
Impossible de suivre le podcast
Impossible de ne plus suivre le podcast
🤖 AlphaDev: AI Learns Faster Sorting Algorithms
-
Lu par :
-
De :
À propos de ce contenu audio
This research introduces AlphaDev, a novel deep reinforcement learning agent, that discovers more efficient sorting algorithms than existing human-developed methods by formulating the search as a single-player game at the CPU instruction level. AlphaDev outperformed benchmarks for small sorts (3-5 elements) and variable-length sorts by optimising for actual measured latency, leading to new algorithmic discoveries like the "swap move" and "copy move". These optimised sorting routines have been integrated into the LLVM standard C++ library, demonstrating a real-world impact on widely used software. The study also compares AlphaDev to stochastic search methods, highlighting its superior exploration capabilities in complex algorithmic spaces, especially those involving branching.
Vous êtes membre Amazon Prime ?
Bénéficiez automatiquement de 2 livres audio offerts.Bonne écoute !
