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20242026
most citedOne Period to Rule Them All: Identifying Critical Learning Periods in Deep Networks

2 citations · 3 across the 8 of their papers we have counts for

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cs.LG2024★ 1 cited

Layer Pruning with Consensus: A Triple-Win Solution

Leandro Giusti Mugnaini, Carolina Tavares Duarte, Anna H. Reali Costa +1

Layer pruning offers a promising alternative to standard structured pruning, effectively reducing computational costs, latency, and memory footprint. While notable layer-pruning ap…

cs.LG2024

Effective Layer Pruning Through Similarity Metric Perspective

Ian Pons, Bruno Yamamoto, Anna H. Reali Costa +1

Deep neural networks have been the predominant paradigm in machine learning for solving cognitive tasks. Such models, however, are restricted by a high computational overhead, limi…