Sam Babichenko
Writing
Dissertation
CV
Reading notes
Reading notes
Scaling laws
Power-law learning curves and compute-optimal model size.
Spectrum-dependent learning curves
Bordelon et al., 2020; Maloney et al., 2022
7 questions
Explaining Neural Scaling Laws
Bahri et al., 2021
7 questions
Chinchilla scaling
Hoffmann et al., 2022
7 questions
4+3 Phases of Compute-Optimal Neural Scaling Laws
Lin et al., 2024; Paquette et al., 2024
8 questions