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New fast matrix multiplication schemes

DOI

Bilinear schemes for multiplying an n1×n2 matrix by an n2×n3 matrix, all with coefficients in {-1, 0, 1} (ZT), which makes them valid over any ring.

Previous values are the lower of the FastMatrixMultiplication table as of 2026-09-29 and the Sedoglavic catalogue as of 2026-09-30. Values that the table took over from earlier releases of this dataset are not counted as previous values.

Below the best known rank in any ring

Format Rank Previous best (any ring) Previous ZT
7×7×9 314 315 316
6×11×13 572 574 584
8×10×13 684 686 686
8×10×14 724 726 726
7×11×15 769 777 778
9×11×13 833 835 843
10×13×14 1150 1152 1152
11×13×15 1362 1371 1377
11×14×14 1367 1376 1376
13×13×15 1591 1605 1605

New ZT records

Format Rank Previous ZT Best known (any ring)
2×12×15 280 281 278
2×13×15 304 305 300
2×13×16 324 325 320
2×15×16 374 375 368
4×11×15 457 458 449
6×11×11 492 496 490
7×9×14 598 600 597
6×11×14 617 621 613
7×9×15 638 639 634
8×11×16 906 914 904
9×14×16 1260 1270 1254
9×15×15 1269 1276 1236
8×16×16 1256 1260 1230
12×12×15 1326 1332 1280
10×14×16 1416 1418 1398
12×13×15 1464 1470 1442
11×15×15 1547 1548 1540
11×15×16 1641 1657 1605
13×13×16 1709 1711 1704
11×16×16 1749 1752 1724
13×14×16 1805 1820 1796

Files

schemes/ holds one file per scheme in the JSON format of the FastMatrixMultiplication repository: n, m, u, v, w and the readable multiplications and elements; complexity is the naive addition count. SHA256SUMS lists the checksum of every file.

Verification

Every scheme satisfies the Brent equations exactly:

python verify.py schemes/*.json

verify.py uses exact rational arithmetic and nothing but the Python standard library. The schemes were also accepted by validate_schemes from ternary_flip_graph.

License and citation

The schemes are licensed under CC BY 4.0. Please cite as described in CITATION.cff.

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New fast matrix multiplication schemes with coefficients in {-1, 0, 1}

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