When Does Self-Supervised Learning Transfer to Time-Series Tasks?

arXiv:2605.19462 · cs.LG, cs.AI · Submitted 2026-05-19 · Read on arXiv

cs.LG, cs.AI

Submitted: 2026-05-19

Updated: 2026-09-30

Terminology

• Adaptation — 2× in this paper · explained in 1 episode
• Self-Supervised Learning — 2× in this paper · explained in 8 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Self-Supervised Learning (SSL) — 1× in this paper · explained in 4 episodes
• Wavelet Transform — 1× in this paper · explained in 2 episodes

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