Independent reproduction · arXiv 2605.00473v1 · OpenReview TnquAvyTtL

Two-phase TPGD for shared representations

First-order mechanics, balancing control, rate identities, sample requirements, iteration count, and transfer decomposition.

21/21
scientific gates
8
finite TPGD runs
3×
byte-identical executions
6/6
exact claims mapped
TPGD balance, sample scaling, rate, and transfer panels

Scope preserved: finite diagnostics test the algorithm and theorem identities; they do not substitute for the paper's universal high-probability proofs. The Phase-I prose typo is explicit.