AlphaEvolve:一款由 Gemini 驱动的,用于设计高级算法的编码智能体
AlphaEvolve: A Gemini-powered coding agent for designing advanced algorithms

原始链接: https://deepmind.google/discover/blog/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms/

AlphaEvolve,一个用于算法发现的AI,由Matej Balog、Alexander Novikov、Ngân Vũ以及包括Marvin Eisenberger、Emilien Dupont和Pushmeet Kohli等在内的一组研究人员共同开发。这项合作工作受益于许多个人的贡献、建议和支持,其中包括Jean-Baptiste Alayrac、Jeff Dean、Demis Hassabis、Terence Tao等研究人员以及DeepMind的工程师们。团队也感谢帮助编辑、插图以及博客和公告整体支持的合作者们。该项目代表了利用AI进行算法开发的广泛努力,更多细节可在相关的白皮书中找到。

DeepMind的AlphaEvolve,由Gemini大型语言模型驱动,是一个能够优化算法的编码代理,它能提高人工智能性能、芯片设计以及谷歌数据中心的效率。它使用进化算法探索代码变体,并使用程序化评估函数来规避大型语言模型的幻觉,从而能够进行广泛的迭代。 AlphaEvolve在Gemini架构的一个关键内核中发现了23%的加速,从而将训练时间减少了1%。它还在大约75%的情况下重新发现了最先进的解决方案,并在20%的情况下改进了以前已知的最佳解决方案。 虽然一些人质疑某些发现的新颖性,例如复数域上4x4矩阵乘法需要48次乘法(考虑到Waksman算法等现有算法),但AlphaEvolve证明了人工智能驱动自动化压缩复杂解决方案的潜力,以及改变解决问题所用能量的方式,以及大型语言模型在生成“全新”知识方面的应用。人们对开源重新实现以及在数学问题求解和机器学习算法/架构搜索中的应用很感兴趣。

原文

Acknowledgements

AlphaEvolve was developed by Matej Balog, Alexander Novikov, Ngân Vũ, Marvin Eisenberger, Emilien Dupont, Po-Sen Huang, Adam Zsolt Wagner, Sergey Shirobokov, Borislav Kozlovskii, Francisco J. R. Ruiz, Abbas Mehrabian, M. Pawan Kumar, Abigail See, Swarat Chaudhuri, George Holland, Alex Davies, Sebastian Nowozin, and Pushmeet Kohli. This research was developed as part of our effort focused on using AI for algorithm discovery.

We gratefully acknowledge contributions, advice, and support from Jean-Baptiste Alayrac, Ankit Anand, Natasha Antropova, Giorgio Arena, Mohammadamin Barekatain, Johannes Bausch, Henning Becker, Daniel Belov, Alexander Belyaev, Sebastian Bodenstein, Sebastian Borgeaud, Calin Cascaval, Indranil Chakraborty, Benjamin Chetioui, Justin Chiu, Christopher Clark, Marco Cornero, Jeff Dean, Gaurav Dhiman, Yanislav Donchev, Srikanth Dwarakanath, Jordan Ellenberg, Alhussein Fawzi, Michael Figurnov, Aaron Gentleman, Bogdan Georgiev, Sergio Guadarrama, Demis Hassabis, Patrick Heisel, Chase Hensel, Koray Kavukcuoglu, Sultan Kenjeyev, Aliia Khasanova, Sridhar Lakshmanamurthy, Sergei Lebedev, Dmitry Lepikhin, Daniel Mankowitz, Andrea Michi, Kieran Milan, Vinod Nair, Robert O'Callahan, Cosmin Paduraru, Stig Petersen, Federico Piccinini, Parthasarathy Ranganatha, Bernardino Romera-Paredes, Georges Rotival, Kirk Sanders, Javier Gomez Serrano, Oleg Shyshkov, Timur Sitdikov, Tammo Spalink, Kerry Takenaka, Richard Tanburn, Terence Tao, Amin Vahdat, JD Velasquez, Dimitrios Vytiniotis, Julian Walker, and Pengming Wang. For more details, please see our white paper.

We would like to thank Armin Senoner, Juanita Bawagan, Jane Park, Arielle Bier, and Molly Beck for feedback on the blog post and help with this announcement; William Hood, Irina Andronic, Victoria Johnston, Lucas Dixon, Adam Connors, and Jimbo Wilson for help with the illustrations and figures

联系我们 contact @ memedata.com