Theories of Everything with Curt Jaimungal
Theories of Everything with Curt Jaimungal
Theories of Everything
Vitaly Vanchurin: The Universe Is a Neural Network That Learns
1 hour 58 minutes Posted Feb 9, 2026 at 4:59 pm.
The Neural Network Universe
Learning Dynamics as Physics
Optimization and Variational Principles
Deriving Fundamental Field Equations
Fermions and Particle Emergence
Geometry of Learning Algorithms
Emergent Quantum Mechanics
Renormalization and Interpretability
Second Law of Learning
Subatomic Natural Selection
Consciousness and Learning Efficiency
Unifying Physics and Observers
Qualia and Hidden Variables
Free Energy Principle Integration
Epistemological Doubt and Advice
0:00
1:58:32
Download MP3
Show notes
What if physics is just the universe learning? Most Theories of Everything episodes are mind‑bending for their math, physics, philosophy, or consciousness implications. This one hits all four simultaneously. Professor Vitaly Vanchurin joins me to argue the cosmos isn't just modeled by neural networks—it literally is one. Learning dynamics aren't a metaphor for physics; they are the physics. Vanchurin shows why we need a three‑way unification: quantum mechanics, general relativity, and observers.
As a listener of TOE you can get a special 20% off discount to The Economist and all it has to offer! Visit https://www.economist.com/toe
TIMESTAMPS:
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
LINKS MENTIONED:
- Vitaly's Papers: https://inspirebeta.net/literature?sort=mostrecent&size=25&page=1&q=find%20author%20vanchurin
- Vitaly's Lecture: https://youtu.be/TagDLiLb2VQ
- Vitaly's Website: https://cosmos.phy.tufts.edu/~vitaly/
- Towards A Theory Of Machine Learning [Paper]: https://arxiv.org/pdf/2004.09280
- Autonomous Particles [Paper]: https://arxiv.org/pdf/2301.10077
- Emergent Field Theories From Neural Networks [Paper]: https://arxiv.org/pdf/2411.08138
- Covariant Gradient Descent [Paper]: https://arxiv.org/pdf/2504.05279
- A Quantum-Classical Duality And Emergent Spacetime [Paper]: https://arxiv.org/abs/1903.06083
- Emergent Quantumness In Neural Networks [Paper]: https://arxiv.org/abs/2012.05082
- Predictability Crisis In Inflationary Cosmology And Its Resolution [Paper]: https://arxiv.org/abs/gr-qc/9905097
- Stationary Measure In The Multiverse [Paper]: https://arxiv.org/abs/0812.0005
- The World As A Neural Network [Paper]: https://arxiv.org/pdf/2008.01540
- Self-Organized Criticality In Neural Networks [Paper]: https://arxiv.org/pdf/2107.03402v1
- One Hundred Authors Against Einstein [Book]: https://amazon.com/dp/B09PHH7KC8?tag=toe08-20
- Geocentric Cosmology: A New Look At The Measure Problem [Paper]: https://arxiv.org/abs/1006.4148
- Jacob Barandes [TOE]: https://youtu.be/gEK4-XtMwro
- Yang-Hui He [TOE]: https://youtu.be/spIquD_mBFk
- Eva Miranda [TOE]: https://youtu.be/6XyMepn-AZo
- Felix Finster [TOE]: https://youtu.be/fXzO_KAqrh0
- Stephen Wolfram [TOE]: https://youtu.be/FkYer0xP37E
- Stephen Wolfram 2 [TOE]: https://youtu.be/0YRlQQw0d-4
- Avshalom Elitzur [TOE]: https://youtu.be/pWRAaimQT1E
- Ted Jacobson [TOE]: https://youtu.be/3mhctWlXyV8
- Geoffrey Hinton [TOE]: https://youtu.be/b_DUft-BdIE
- Wayne Myrvold [TOE]: https://youtu.be/HIoviZe14pY
- Cumrun Vafa [TOE]: https://youtu.be/kUHOoMX4Bqw
- Claudia De Rham [TOE]: https://youtu.be/Ve_Mpd6dGv8
- Lee Smolin [TOE]: https://youtu.be/uOKOodQXjhc
- Consciousness Iceberg [TOE]: https://youtu.be/65yjqIDghEk
- Matthew Segall [TOE]: https://youtu.be/DeTm4fSXpbM
- Andres Emilsson [TOE]: https://youtu.be/BBP8WZpYp0Y
- Will Hahn [TOE]: https://youtu.be/3fkg0uTA3qU
- David Wallace [TOE]: https://youtu.be/4MjNuJK5RzM
- Karl Friston [TOE]: https://youtu.be/uk4NZorRjCo
Theories of Everything with Curt Jaimungal features long-form, technically detailed interviews with leading researchers in physics, mathematics, consciousness, and philosophy, exploring topics at the level of active research. For academics, graduate students, and anyone seeking depth beyond popular science.
FOLLOW: Substack | Spotify | YouTube | Twitter
Learn more about your ad choices. Visit megaphone.fm/adchoices Learn more about your ad choices. Visit megaphone.fm/adchoices