pith. sign in

Title resolution pending

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it

citation-role summary

background 1

citation-polarity summary

fields

cs.LG 1

years

2026 1

verdicts

UNVERDICTED 1

roles

background 1

polarities

background 1

representative citing papers

Understanding Sample Efficiency in Predictive Coding

cs.LG · 2026-05-12 · unverdicted · novelty 7.0

Predictive coding learns more sample-efficiently than backpropagation because its updates align better with output prediction errors in deep linear networks, with exact conditions for optimal alignment derived.

citing papers explorer

Showing 1 of 1 citing paper.

  • Understanding Sample Efficiency in Predictive Coding cs.LG · 2026-05-12 · unverdicted · none · ref 2

    Predictive coding learns more sample-efficiently than backpropagation because its updates align better with output prediction errors in deep linear networks, with exact conditions for optimal alignment derived.