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
#causal-discovery
1 articles
01
2026-09-23
·
How Transformers Work
·
★ MEMBER
·
PAPER
·
7 min read
Paper Explained: LimiX-2 — A Tabular Foundation Model That Learns the Whole Table, Not Just the Answer Column
LimiX-2 from the ground up: the shift from PFNs that predict a single target to Contextual Mechanism Networks that learn a table's joint distribution, cell-level representations, pretraining on synthetic causal data, and what the three benchmarks do and don't show.