The Inlet Rank Collapse in Implicit Neural Representations: Diagnosis and Unified Remedy

Jianqiao Zheng, Hemanth Saratchandran, Simon Lucey

Implicit Neural Representations (INRs) have revolutionized continuous signal modeling, yet they struggle to recover fine-grained details within finite training budgets. While empir…