Research map / Label-efficient and robust learning / Self-supervised and contrastive

Dual Perspectives on Non-Contrastive Self-Supervised Learning

ICLR 2026 · Label-efficient and robust learning › Self-supervised and contrastive · approach: Contrastive versus non-contrastive theory

Read the paperCheck your idea against 108,967 papers

AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.

Closest papers by meaning

• Understanding self-supervised learning dynamics without contrastive pairs (ICML 2021 · similarity 0.89)
• The Mechanism of Prediction Head in Non-contrastive Self-supervised Learning (NeurIPS 2022 · similarity 0.88)
• Contrastive and Non-Contrastive Self-Supervised Learning Recover Global and Local Spectral Embedding Methods (NeurIPS 2022 · similarity 0.87)
• On the duality between contrastive and non-contrastive self-supervised learning (ICLR 2023 · similarity 0.87)
• Self-supervised contrastive learning performs non-linear system identification (ICLR 2025 · similarity 0.86)
• Collapse-Proof Non-Contrastive Self-Supervised Learning (ICML 2025 · similarity 0.86)