Stanford University
Collaboration with Surya Ganguli's group on the Simons Collaboration for the Physics of Learning and Neural Computation.
Focus: Emergent capabilities, scaling laws, and fundamental principles of AI
Active
Research Collaborations
We partner with leading institutions and researchers across multiple disciplines to advance the physics of learning and neural computation.
Current Collaborations
Simons Foundation
Part of the Simons Collaboration bringing together researchers from physics, mathematics, computer science, and neuroscience.
Focus: Cross-disciplinary research on understanding AI as a complex physical system
Active
Physics Institutes
Collaborations with leading physics research institutes on statistical mechanics approaches to neural computation.
Focus: Statistical physics methods, energy landscapes, and phase transitions in learning
Planning
Collaboration Types
Academic Research
Joint research projects with universities and research institutes on fundamental questions in neural computation and learning theory.
- Co-authored publications
- Student mentorship and supervision
- Shared research resources and datasets
Industry Partnerships
Applied research collaborations with technology companies to translate theoretical insights into practical applications.
- Technology transfer projects
- Joint development of tools and frameworks
- Real-world validation of research findings
Open Source Community
Contributing to and maintaining open-source tools and datasets that advance the field of physics-inspired machine learning.
- Open-source research tools
- Public datasets and benchmarks
- Community-driven research initiatives
How to Collaborate
1
Initial Discussion
Reach out with your research interests, goals, and potential collaboration ideas. We'll schedule an initial discussion to explore alignment.
2
Project Scoping
Define specific research questions, milestones, resources needed, and expected outcomes for the collaboration.
3
Pilot Project
Start with a focused 4-8 week pilot project to validate the collaboration approach and establish working relationships.
4
Long-term Partnership
Extend the collaboration based on pilot results, with potential for multi-year research partnerships and joint publications.