Ensuring Semantics in Weights of Implicit Neural Representations through the Implicit Function Theorem

Tianming Qiu, Christos Sonis, Hao Shen

Weight Space Learning (WSL), which frames neural network weights as a data modality, is an emerging field with potential for tasks like meta-learning or transfer learning. Particul…