Latest posts tagged with #deeponet on Bluesky
Vector-Valued Reproducing Kernel Banach Spaces Link Neural Networks and Operators
Vector-valued reproducing kernel Banach spaces (vv‑RKBS) encompass shallow R^d networks and DeepONet, extending the Representer Theorem as shown in recent research. Read more: getnews.me/vector-valued-reproducin... #rkbs #deeponet
DeepONet Advances Physics‑Informed Solving of Nonlinear PDEs
DeepONet can be trained to solve many nonlinear PDEs without a separate model per equation; a deeper branch network boosts accuracy while a simple trunk keeps stability. getnews.me/deeponet-advances-physic... #deeponet #operatorlearning
Fourier-Embedded DeepONet Improves Operator Learning for PDEs
FEDONet, a DeepONet variant with random Fourier feature embeddings in the trunk, cuts L2 error by two‑to‑three‑fold on benchmarks such as Poisson and Lorenz systems. Read more: getnews.me/fourier-embedded-deepone... #deeponet #fourier
Ensemble and Mixture-of-Experts DeepONets For Operator Learning
Ramansh Sharma, Varun Shankar
Action editor: Zhihui Zhu
https://openreview.net/forum?id=MGdydNfWzQ
#ensemble #deeponet #deeponets
Separable Operator Networks
Xinling Yu, Sean Hooten, Ziyue Liu et al.
Action editor: Valentin De Bortoli
https://openreview.net/forum?id=RYtJmFDAxv
#deeponet #deep #deeponets
Towards Size-Independent Generalization Bounds for Deep Operator Nets
Pulkit Gopalani, Sayar Karmakar, Dibyakanti Kumar, Anirbit Mukherjee
Action editor: Alexander Alemi
https://openreview.net/forum?id=21kO0u6LN0
#deeponets #deeponet #deep
