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pro vyhledávání: '"Sun, Chuyue"'
Machine-assisted theorem proving refers to the process of conducting structured reasoning to automatically generate proofs for mathematical theorems. Recently, there has been a surge of interest in using machine learning models in conjunction with pr
Externí odkaz:
http://arxiv.org/abs/2410.16429
Autor:
Loughridge, Chloe, Sun, Qinyi, Ahrenbach, Seth, Cassano, Federico, Sun, Chuyue, Sheng, Ying, Mudide, Anish, Misu, Md Rakib Hossain, Amin, Nada, Tegmark, Max
We introduce DafnyBench, the largest benchmark of its kind for training and evaluating machine learning systems for formal software verification. We test the ability of LLMs such as GPT-4 and Claude 3 to auto-generate enough hints for the Dafny forma
Externí odkaz:
http://arxiv.org/abs/2406.08467
Autor:
Zheng, Lianmin, Yin, Liangsheng, Xie, Zhiqiang, Sun, Chuyue, Huang, Jeff, Yu, Cody Hao, Cao, Shiyi, Kozyrakis, Christos, Stoica, Ion, Gonzalez, Joseph E., Barrett, Clark, Sheng, Ying
Large language models (LLMs) are increasingly used for complex tasks that require multiple generation calls, advanced prompting techniques, control flow, and structured inputs/outputs. However, efficient systems are lacking for programming and execut
Externí odkaz:
http://arxiv.org/abs/2312.07104
The use of large language models for code generation is a rapidly growing trend in software development. However, without effective methods for ensuring the correctness of generated code, this trend could lead to any number of undesirable outcomes. I
Externí odkaz:
http://arxiv.org/abs/2310.17807
Autor:
Kuepper, Joel, Erbsen, Andres, Gross, Jason, Conoly, Owen, Sun, Chuyue, Tian, Samuel, Wu, David, Chlipala, Adam, Chuengsatiansup, Chitchanok, Genkin, Daniel, Wagner, Markus, Yarom, Yuval
Manual engineering of high-performance implementations typically consumes many resources and requires in-depth knowledge of the hardware. Compilers try to address these problems; however, they are limited by design in what they can do. To address thi
Externí odkaz:
http://arxiv.org/abs/2305.19586
Autor:
Kuepper, Joel, Erbsen, Andres, Gross, Jason, Conoly, Owen, Sun, Chuyue, Tian, Samuel, Wu, David, Chlipala, Adam, Chuengsatiansup, Chitchanok, Genkin, Daniel, Wagner, Markus, Yarom, Yuval
Most software domains rely on compilers to translate high-level code to multiple different machine languages, with performance not too much worse than what developers would have the patience to write directly in assembly language. However, cryptograp
Externí odkaz:
http://arxiv.org/abs/2211.10665
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