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)**