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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

A. Paajanen

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2 papers indexed here

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Open access 2026

Accelerated screening of cellulose additives via supervised latent representations

We combined chemical descriptors with atomistic simulations to construct a physics-informed latent representation that predicts the effects of molecular and polymeric additives on regenerated cellulose films.

Pauliina Ahokas, H. Rummukainen, O. Pakarinen et al. · 0 citations
Open access Oct 2026

Plasticizer compatibility with amorphous (low-ordered) cellulose and dialcohol cellulose

Biopolymers such as cellulose are promising candidates for replacing fossil-based plastics, but their processing is often limited by their high glass transition temperature ( T g ) and strong intermolecular hydrogen bonding. Plasticizers can improve processability, yet the molecular mechanisms governing their ef...

Patric Elf, Marcus Kaarto, A. Paajanen et al. · 0 citations

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