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cs.LG2025
Semi-Unified Sparse Dictionary Learning with Learnable Top-K LISTA and FISTA Encoders
Fengsheng Lin, Shengyi Yan, Trac Duy Tran
We present a semi-unified sparse dictionary learning framework that bridges the gap between classical sparse models and modern deep architectures. Specifically, the method integrat…
cs.LG2025
SINR: Sparsity Driven Compressed Implicit Neural Representations
Dhananjaya Jayasundara, Sudarshan Rajagopalan, Yasiru Ranasinghe +2
Implicit Neural Representations (INRs) are increasingly recognized as a versatile data modality for representing discretized signals, offering benefits such as infinite query resol…