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@amair-lab

Advanced Mechanisms Artificial Intelligence Research

Official organization of AMAIR.

AMAIR Lab

AMAIR is at the forefront of combining artificial intelligence with physicochemical research to revolutionize our understanding of natural mechanisms. Our mission is to accelerate scientific discovery by leveraging cutting-edge AI technologies to explore, predict, and explain complex physical and chemical phenomena.

🎯 Our Focus:

  • AI-Driven Discovery: Developing novel deep learning approaches for identifying patterns in physicochemical systems
  • Mechanism Elucidation: Uncovering the fundamental principles governing physical and chemical processes
  • Predictive Modeling: Creating accurate models for material properties and chemical reactions
  • Interdisciplinary Research: Bridging the gap between computer science and materials science.

🛠️ Core Technologies

graph LR
    A[AI/ML Models] --> B[Physical Chemistry]
    B --> C[Mechanism Discovery]
    C --> D[Practical Applications]
    D --> A

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Key Areas:

  • 🤖 Large Language Models, Autonomous Agents
  • 🔋 Computational Materials Science

📊 GitHub Stats

Organization Stats

🔬 Exploring Tomorrow's Science Today 🤖

View Our Repositories | Join Our Community | Read Our Wiki

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  1. PiFlow PiFlow Public

    PiFlow: Principle-aware Scientific Discovery with Multi-Agent Collaboration

    Python 51 3

Repositories

Showing 7 of 7 repositories
  • PiEvo Public

    [ICML 2026] Principle-Evolvable Scientific Discovery via Uncertainty Minimization

    amair-lab/PiEvo's past year of commit activity
    Python 40 MIT 7 0 1 Updated Jul 4, 2026
  • amair-lab/amair-lab.github.io's past year of commit activity
    HTML 0 0 0 0 Updated May 18, 2026
  • PiFlow Public

    PiFlow: Principle-aware Scientific Discovery with Multi-Agent Collaboration

    amair-lab/PiFlow's past year of commit activity
    Python 51 3 0 0 Updated Jan 7, 2026
  • MatterMech Public
    amair-lab/MatterMech's past year of commit activity
    0 MIT 0 0 0 Updated Oct 2, 2025
  • PriM Public

    [AI4Mat-ICLR2025] PriM: Principle-Inspired Material Discovery through Multi-Agent Collaboration

    amair-lab/PriM's past year of commit activity
    Python 8 Apache-2.0 2 0 0 Updated Apr 25, 2025
  • .github Public
    amair-lab/.github's past year of commit activity
    0 0 0 0 Updated Mar 30, 2025
  • Physicochemical-LMs Public

    [AI4Mat-NeurIPS2025] Leveraging Large Language Models for Explaining Material Synthesis Mechanisms

    amair-lab/Physicochemical-LMs's past year of commit activity
    Python 3 0 0 0 Updated Jan 23, 2025

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