Winograd convolution with fewer transform additions
The result is about arithmetic cost, not a GPU speed claim: fewer transform additions under the standard Winograd counting convention.
289 adds for F(4x4,3x3)Research notes
Each note starts in plain language, then gives the claim, table, method, checker, limits, and baseline sources.
The result is about arithmetic cost, not a GPU speed claim: fewer transform additions under the standard Winograd counting convention.
289 adds for F(4x4,3x3)The improvements come from exact per-side straight-line programs, plus careful checks against the field's own reducers.
31 additive-complexity recordsThe report is deliberately narrow: it names the regimes that win and the regimes that lose.
2-4.5x small batched matmulThe output is raw circle coordinates, and the checker recomputes every overlap and wall clearance.
9 unit-square records beatenThe claims handle Friedman's displayed-plus truncation rule explicitly.
17 verified entriesA trusted table had source improvements that had not propagated into the derived cells. Numaro found the gap, built the witnesses, and checked the counts.
6,440 blocks savedThis is the array version of the covering-design result: a public snapshot lagged construction catalogues, so Numaro built the actual arrays and checked every required interaction.
40 array table improvementsThe object is simple: put as many 1s as possible in a 0/1 matrix without creating a 3 by 3 all-ones submatrix. Numaro found stronger matrices across the frontier.
31 lower bounds raisedThese are frontier extensions, not beats of AlphaEvolve's published cells.
13 first-known valuesThe search evolved the construction algorithm itself, but it did not beat AlphaEvolve's published n=64 or n=100 values.
54 first-known grid valuesThe result is about larger DNA codebooks under exact constraints, with the convention stated row by row.
16 larger DNA codebooksThe main table mostly held. The win is one clean propagation cell, plus an exact fill of a less-policed object.
442 exact DCW valuesThis is a checking result, not a record beat.
19 exact certificatesThe result is explicitly about a computable proxy objective, not biological expression.
90/90 dominations reverifiedThe useful output is the verifier, balance-rule reconstruction, and exact reproduction map.
0 record beats claimed