Itinai.com a team of professionals in a corporate office brai be16c239 8fc4 4cac b404 a2ca3545b9e3 3
Itinai.com a team of professionals in a corporate office brai be16c239 8fc4 4cac b404 a2ca3545b9e3 3

IBM Researchers Introduce AI-Hilbert: An Innovative Machine Learning Framework for Scientific Discovery Integrating Algebraic Geometry and Mixed-Integer Optimization

IBM Researchers Introduce AI-Hilbert: An Innovative Machine Learning Framework for Scientific Discovery Integrating Algebraic Geometry and Mixed-Integer Optimization

Practical Solutions for Scientific Discovery

Integrating Background Knowledge with Experimental Data

Recent advances in global optimization methods offer promising tools for scientific discovery by integrating background knowledge with experimental data.

Derive Well-Known Laws with Guaranteed Results

A solution proposed by researchers from Imperial College Business School, Samsung AI, and IBM can derive well-known scientific laws from hypotheses and data, ensuring consistency with background theory and experimental data. Unlike deep learning methods, this approach guarantees scalable and reliable discovery of new scientific laws.

AI-Hilbert: A Paradigm for Scientific Discovery

AI-Hilbert identifies polynomial laws consistent with experimental data and a background knowledge base of polynomial equalities and inequalities. It ensures that discovered laws are axiomatically correct given the background theory and helps address inconsistent or incomplete theories.

Innovative Method for Scientific Discovery

An innovative method integrates real algebraic geometry and mixed-integer optimization to derive new scientific laws from incomplete axioms and noisy data. This approach combines both theory and data, enabling discoveries in data-scarce and theory-limited contexts.

Value of AI-Hilbert for Businesses

Evolve Your Company with AI

AI-Hilbert offers an innovative machine learning framework for scientific discovery, enabling businesses to stay competitive and redefine their way of work.

Identify Automation Opportunities

AI solutions can help businesses locate key customer interaction points that can benefit from AI, leading to automation opportunities.

Implement Gradually and Connect with Us

Businesses can start with a pilot, gather data, and expand AI usage judiciously. For AI KPI management advice and continuous insights into leveraging AI, businesses can connect with a dedicated AI expert at hello@itinai.com or stay tuned on our Telegram t.me/itinainews or Twitter @itinaicom.

List of Useful Links:

Itinai.com office ai background high tech quantum computing 0002ba7c e3d6 4fd7 abd6 cfe4e5f08aeb 0

Vladimir Dyachkov, Ph.D
Editor-in-Chief itinai.com

I believe that AI is only as powerful as the human insight guiding it.

Unleash Your Creative Potential with AI Agents

Competitors are already using AI Agents

Business Problems We Solve

  • Automation of internal processes.
  • Optimizing AI costs without huge budgets.
  • Training staff, developing custom courses for business needs
  • Integrating AI into client work, automating first lines of contact

Large and Medium Businesses

Startups

Offline Business

100% of clients report increased productivity and reduced operati

AI news and solutions