ML: Distributed

Machine-learning ideas tagged Distributed in the ML taxonomy of the Math2NN corpus.

Unverified 2026

Noise-Aware Soft ECOC Decoding

Treat the binary outputs of the hyperplane head as a noisy channel and decode with reliability-weighted likelihood rather than unweighted Hamming distance. Estimate each bit's flip probability on validation data and give unreliable hyperplanes less influence, while retaining the logarithmic code-length scaling.

Useful6/10
Difficulty3/10
Novelty6/10
Paper: Fundamental limits of distributed multiclass classification from simple binary decisions arXiv:2607.19334