Methods › General › Self-Supervised Learning › PASE+
Problem Agnostic Speech Encoder +
PASE+
Introduced by Mirco Ravanelli et al. in Multi-task self-supervised learning for Robust Speech Recognition
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
PASE+ is a problem-agnostic speech encoder that combines a convolutional encoder followed by multiple neural networks, called workers, tasked to solve self-supervised problems (i.e., ones that do not require manual annotations as ground truth). An online speech distortion module is employed, that contaminates the input signals with a variety of random disturbances. A revised encoder is also proposed that better learns short- and long-term speech dynamics with an efficient combination of recurrent and convolutional networks. Finally, the authors refine the set of workers used in self-supervision to encourage better cooperation.
Papers archive 2025-07-28
2 shown of 2, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
-
Perceptual Loss based Speech Denoising with an ensemble of Audio Pattern Recognition and Self-Supervised Models 22 Oct 2020 · 1 repository · arXiv:2010.11860
-
Multi-task self-supervised learning for Robust Speech Recognition 25 Jan 2020 · 1 repository · arXiv:2001.09239
Tasks archive 2025-07-28
8 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Denoising | 1 |
| Emotion Classification | 1 |
| Multi-Task Learning | 1 |
| Robust Speech Recognition | 1 |
| Self-Supervised Learning | 1 |
| Speech Denoising | 1 |
| Speech Recognition | 1 |
| speech-recognition | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections