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cs.LG2025
CoDeQ: End-to-End Joint Model Compression with Dead-Zone Quantizer for High-Sparsity and Low-Precision Networks
Jonathan Wenshøj, Tong Chen, Bob Pepin +1
While joint pruning--quantization is theoretically superior to sequential application, current joint methods rely on auxiliary procedures outside the training loop for finding comp…
cs.LG2025
A Discrepancy-Based Perspective on Dataset Condensation
Tong Chen, Raghavendra Selvan
Given a dataset of finitely many elements , the goal of dataset condensation (DC) is to construct a synthetic dataset $\mathcal{S} = \{\ti…