Skip to main content

Explore our many areas of focus

Explore all research areas

Applied AI & sciences

Sustainability & crisis resilience

Foundational ML & algorithms

Algorithms & theory

Information retrieval

Machine intelligence

Machine perception

Natural language processing

People, systems & quantum AI

Human-computer interaction and visualization

Software engineering

Software systems

Learn More

Building a collaborative ecosystem

Access high-quality datasets to accelerate your research.

Tools & services

Explore our latest AI models and products.

Discover open-source code and collaborate with the community.

Shaping the future together

See all programs

Faculty programs

Participating in the academic research community through meaningful engagement with university faculty.

Student programs

Supporting the next generation of researchers through a wide range of programming.

Find your place in our global offices and research labs.

Translating discovery into real-world impact

Our researchers drive advancements in computer science through both fundamental and applied research.

Collaborative groups tackling the world's most challenging AI problems.

Research

Explore our many areas of focus

Explore all research areas

Applied AI & sciences

Sustainability & crisis resilience

Foundational ML & algorithms

Algorithms & theory

Information retrieval

Machine intelligence

Machine perception

Natural language processing

People, systems & quantum AI

Human-computer interaction and visualization

Software engineering

Software systems

Learn More

Resources

Building a collaborative ecosystem

Access high-quality datasets to accelerate your research.

Tools & services

Explore our latest AI models and products.

Discover open-source code and collaborate with the community.

Conferences & events

Careers

Shaping the future together

See all programs

Faculty programs

Participating in the academic research community through meaningful engagement with university faculty.

Student programs

Supporting the next generation of researchers through a wide range of programming.

Find your place in our global offices and research labs.

Blog

About

Translating discovery into real-world impact

Our researchers drive advancements in computer science through both fundamental and applied research.

Collaborative groups tackling the world's most challenging AI problems.

Google Research

Learn about all our AI

Google DeepMind

Explore the frontier of AI

Try our AI experiments

Conferences & events

Blog

Home
Publications

Dynamic inference of likely data preconditions over predicates by tree learning

Sriram Sankaranarayanan

Swarat Chaudhuri

Franjo Ivancic

Aarti Gupta

ISSTA (2008), pp. 295-306

Google Scholar

Abstract

Meet the teams driving innovation

Our teams advance the state of the art through research, systems engineering, and collaboration across Google.

See our teams

ResearchPhilosophyBanner

Follow us

Explore our other initiatives

Google AI

Discover how Google AI is committed to enriching knowledge and solving complex challenges

Products
Build
Research
Responsibility
Societal Impact
About

Google Cloud

High-performance infrastructure for cloud computing, data analytics & machine learning

Overview
Solutions
Products
Pricing
Resources

Google DeepMind

Our mission is to build AI responsibly to benefit humanity

Models
Research
Science
About

Google Labs

Explore the future of AI responsibly with Google Labs

About
Experiments
Stay connected

Google Products

×