paper list for deep learning theory with physics

Review articles

• Statistical Mechanics of Deep Learning (Bahri et al., 2020)
  • Annual Review of Condensed Matter Physics
• Understanding deep learning is also a job for physicists (Zdeborova, 2020)
  • Nature Physics (Comment)
• Deep learning: a statistical viewpoint (Bartlett et al., 2021)
  • Acta Numerica
• **Statistical mechanics of learning: the physicist’s view on learning theory (Marylou Gabrie)**
  • Summer School “Machine Learning in Quantum Physics and Chemistry” (Aug 2021)

Textbooks

• Statistical Mechanics of Learning (Engel & Van den Broeck)
• The Principles of Deep Learning Theory (Roberts & Yaida feat. Hanin)