🏢 Mohamed Bin Zayed University of Artificial Intelligence
On Causal Discovery in the Presence of Deterministic Relations
·2932 words·14 mins·
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AI Generated
AI Theory
Causality
🏢 Mohamed Bin Zayed University of Artificial Intelligence
DGES, a novel framework, efficiently detects & handles deterministic relations in causal discovery, enhancing accuracy and scalability for real-world applications.
How to Continually Adapt Text-to-Image Diffusion Models for Flexible Customization?
·2761 words·13 mins·
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AI Generated
Computer Vision
Image Generation
🏢 Mohamed Bin Zayed University of Artificial Intelligence
Concept-Incremental Flexible Customization (CIFC) model tackles catastrophic forgetting and concept neglect in continually adapting text-to-image diffusion models, enabling flexible personalization.
Exploring Jacobian Inexactness in Second-Order Methods for Variational Inequalities: Lower Bounds, Optimal Algorithms and Quasi-Newton Approximations
·349 words·2 mins·
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AI Theory
Optimization
🏢 Mohamed Bin Zayed University of Artificial Intelligence
VIJI, a novel second-order algorithm, achieves optimal convergence rates for variational inequalities even with inexact Jacobian information, bridging the gap between theory and practice in machine le…