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Evolutionary Optimization of Physics-Informed Neural Networks: Evo-PINN Frontiers and Opportunities

4 Pith papers cite this work. Polarity classification is still indexing.

4 Pith papers citing it

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2026 4

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UNVERDICTED 4

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Fast Reconstruction of Exact Maxwell Dynamics from Sparse Data

cs.LG · 2026-05-19 · unverdicted · novelty 7.0

FLASH-MAX embeds exact Maxwell solutions as neurons in a neural network to reconstruct homogeneous EM fields from sparse data with guaranteed zero PDE residual and proven universal approximation on arbitrary domains.

Context-Mediated Domain Adaptation in Multi-Agent Sensemaking Systems

cs.HC · 2026-03-25 · unverdicted · novelty 5.0

Context-mediated domain adaptation treats user modifications to AI artifacts as implicit domain specifications that reshape LLM-powered multi-agent reasoning, demonstrated via the Seedentia system which extracted 46 domain knowledge entries from expert edits.

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