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#model-transferability News & Analysis

2 articles tagged with #model-transferability. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Feb 277/106
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RaPA: Enhancing Transferable Targeted Attacks via Random Parameter Pruning

Researchers propose Random Parameter Pruning Attack (RaPA), a new method that improves targeted adversarial attacks by randomly pruning model parameters during optimization. The technique achieves up to 11.7% higher attack success rates when transferring from CNN to Transformer models compared to existing methods.

AINeutralarXiv – CS AI · May 126/10
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Interpretable Machine Learning for Football Performance Analysis: Evidence of Limited Transferability from Elite Leagues to University Competition

Researchers found that machine learning models trained on elite European football leagues lose interpretability and reliability when applied to university-level competition, suggesting that performance insights don't transfer across competition tiers. The study reveals that explanation stability and feature importance hierarchies are domain-dependent, challenging the assumption that ML-derived performance determinants are universally applicable.