Alphabeta MathImitation learning and DAgger — Examples
About this page
Pipeline-generated
How statement and proof provenance work
The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.
- Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
- AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
- AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.
These labels describe origin, not correctness: citations and verification chips remain separate evidence.
1 · Prerequisites
Combinatorics
Machine Learning Algorithms
Measure Theory
Probability
Real Analysis
- Construction of the Real Numbers via Cauchy Sequences
- Construction of the Real Numbers via Dedekind Cuts
- Countability and Uncountability
- Foundations of the Real Numbers for Analysis
- limsup, liminf, and Subsequential Limits
- Roots, Rational Powers, and Classical Inequalities
- Sequences and Limits
- Suprema and Infima
Set Theory
2 · Logical flowchart
3 · Items
Example
Behavior cloning can incur quadratic cost under state-distribution shift
Example
DAgger queries expert labels on learner-visited states
Example