What changed
Introduced recurrent memory cells with controlled access to constant error flow, addressing learning over long temporal gaps and demonstrating the method on constructed sequence tasks.
Scientific scope
Introduced recurrent memory cells with controlled access to constant error flow, addressing learning over long temporal gaps and demonstrating the method on constructed sequence tasks. Scope limitation: The record concerns the original 1997 architecture and learning method. Later variants and additions should not be silently attributed to this paper. Long-lag results on the stated artificial tasks do not show successful learning for every sequence problem.
Evidence
Assessment uses the catalogue-linked source evidence for the stated contribution. The record concerns the original 1997 architecture and learning method. Later variants and additions should not be silently attributed to this paper. Long-lag results on the stated artificial tasks do not show successful learning for every sequence problem.
Contributors
- Sepp Hochreiter · SCIENCE: Named source contributor; exact labor shares are not measured.
- Jürgen Schmidhuber · SCIENCE: Named source contributor; exact labor shares are not measured.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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