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Kaien Yang

2 accepted papers

2023

Neural Functional Transformers

NeurIPS 2023poster

The recent success of neural networks as implicit representation of data has driven growing interest in neural functionals: models that can process other neural networks as input by operating directly over their weight spaces. Nevertheless, constructing expressive and efficient neural functional arc…

2023

Permutation Equivariant Neural Functionals

NeurIPS 2023poster

This work studies the design of neural networks that can process the weights or gradients of other neural networks, which we refer to as *neural functional networks* (NFNs). Despite a wide range of potential applications, including learned optimization, processing implicit neural representations, ne…