Physical Sciences › Engineering › Control and Systems Engineering
Advanced Sensor and Control Systems
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Neueste Paper
- A New First-Order Meta-Learning Algorithm with Convergence Guarantees
El Mahdi Chayti, Martin Jaggi · 13. August 2026
Learning new tasks by leveraging prior experience is a fundamental trait of intelligent systems. While Model-Agnostic Meta-Learning (MAML) is a leading approach, it suffers from significant computational and memory overhead due to the requirement of computing second-order meta-gradients. We propose …
- Self-Supervised Learning Using Nonlinear Dependence
M. Hadi Sepanj, Benyamin Ghojogh, Paul Fieguth · 18. November 2025
Self-supervised learning has gained significant attention in contemporary applications, particularly due to the scarcity of labeled data. While existing SSL methodologies primarily address feature variance and linear correlations, they often neglect the intricate relations between samples and the no…
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