AI RESEARCH
Multi-Head Residual-Gated DeepONet for Coherent Nonlinear Wave Dynamics
arXiv CS.LG
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ArXi:2604.11972v1 Announce Type: new Coherent nonlinear wave dynamics are often strongly shaped by a compact set of physically meaningful descriptors of the initial state. Traditional neural operators typically treat the input-output mapping as a largely black-box high-dimensional regression problem, without explicitly exploiting this structured physical context. Common feature-integration strategies usually rely on direct concatenation or FiLM-style affine modulation in hidden latent spaces. Here we.