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Talent Scout
Y
Yuhang Dong
Laboratory of Parallel Software and Computational Science, ISCAS, Beijing, China
R
Rui Han
SKLCS and Key Laboratory of System Software, ISCAS, Beijing, China
F
Fuqi Jia
SKLCS and Key Laboratory of System Software, ISCAS, Beijing, China
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References
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Founder's Pitch
"AquaForte turbocharges SMT solvers by using AI to understand math problems better, solving 80% more cases than Z3. It's like giving your math solver superpowers."
Commercial Viability Breakdown
Breakdown pending for this paper.
Sources used for this analysis
arXiv Paper
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Why It Matters
Current solvers are like trying to solve a puzzle blindfolded. They miss easy solutions because they can't see the math behind the symbols.
Product Angle
'AI glasses for math solvers.'
Disruption
Traditional solvers are slow because they can't 'see' the math. AquaForte changes the game by making them smarter.
Product Opportunity
SMT solvers are used in software verification and model checking. AquaForte can make these processes faster and more reliable, saving companies time and money.
Use Case Idea
Imagine a math teacher that helps your computer solve homework faster. It finds the right answers by understanding the problem deeply.
Science
AquaForte uses AI to 'see' the math behind the symbols, like giving solvers glasses. It understands math patterns and suggests smart solutions.
Method & Eval
Tested on 1,481 benchmarks, AquaForte improved solver performance by 80% for Z3 and 183.6% for CVC5.
Caveats
The AI is great at finding solutions but struggles with proving something can't be solved.
Author Intelligence
Kunhang Lv
SKLCS and Key Laboratory of System Software, ISCAS, Beijing, China
lvkh@ios.ac.cn
Yuhang Dong
Laboratory of Parallel Software and Computational Science, ISCAS, Beijing, China
Rui Han
SKLCS and Key Laboratory of System Software, ISCAS, Beijing, China
Fuqi Jia
SKLCS and Key Laboratory of System Software, ISCAS, Beijing, China
Feifei Ma
Laboratory of Parallel Software and Computational Science, ISCAS, Beijing, China
maff@ios.ac.cn
Jian Zhang
SKLCS and Key Laboratory of System Software, ISCAS, Beijing, China
zj@ios.ac.cn