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cs.LG2026
Squeeze-Release: Iterative Pruning with Exact Structural Minimization
Roman Denkin, Ida Akerholm, Prashant Singh +1
Unstructured pruning produces sparse weight tensors, but the standard implementation keeps tensor shapes unchanged so the deployed model is no smaller than before pruning. We prese…
cs.LG2026
Rank-Variance Scores for Importance Sampling and Data Pruning under Label Contamination
Csongor Horváth, Ida-Maria Sintorn, Prashant Singh
Variance-optimal importance sampling and magnitude-based pruning prioritize high-loss or large-gradient examples, which under label contamination are often the corrupted ones. Unde…