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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Bharath Ramsundar

h-index 19 View on Semantic Scholar

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Aug 2026

Beyond Plastic Labels: Polymer-Aware Substrate Encoding Improves Plastizyme Prediction and Reliability Models

Machine learning is increasingly being used to identify plastic-degrading enzymes (plastizymes), yet systematic evaluations of how different protein and polymer representations influence predictive performance, generalization, and computational cost remain lacking. Here, we systematically evaluated protein–polymer re...

J. Wasswa, B. Ramsundar · 0 citations
Aug 2026

Unimodal vs Multimodal Learning: A Systematic Evaluation of Fusion Strategies and Model Design for Molecular Property Prediction and Uncertainty Quantification.

The results demonstrate that successful multimodal learning depends on the coordinated selection of complementary molecular representations, fusion strategy, and learning algorithm rather than simply increasing the number of integrated modalities.

J. Wasswa, George William Kajjumba, B. Ramsundar · 0 citations

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