PaperLens
紙
Home
Close reading
Textbook
Learn
More
My Page
All-access
Sign in with Google
Mode
Students
Professional
Language
JA
EN
Theme
◐
Sign out
New
Lab
Landscape
Contributors
Glossary
Home
Close reading
Textbook
Learn
More
#distribution-shift
1 articles
01
2026-08-29
·
Distillation & Compression
·
★ MEMBER
·
PAPER
·
8 min read
When Distillation Fails — Capacity Gaps and Contagious Overconfidence
A stronger teacher does not guarantee a stronger student. A student too small to hold the teacher's structure returns a blurred average; a confident teacher hands down its errors along with its confidence; and the student walks paths the teacher never traveled. The three ways distillation breaks, from first principles.