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Steven Tin Sui Luo

2 accepted papers

2024

ASMR: Activation-Sharing Multi-Resolution Coordinate Networks for Efficient Inference

ICLR 2024poster

Coordinate network or implicit neural representation (INR) is a fast-emerging method for encoding natural signals (such as images and videos) with the benefits of a compact neural representation. While numerous methods have been proposed to increase the encoding capabilities of an INR, an often over…

2024

Nonparametric Teaching of Implicit Neural Representations

ICML 2024poster

We investigate the learning of implicit neural representation (INR) using an overparameterized multilayer perceptron (MLP) via a novel nonparametric teaching perspective. The latter offers an efficient example selection framework for teaching nonparametrically defined (viz. non-closed-form) target f…