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Research map / Architectures and efficiency

Pruning and efficient tuning: research map

1,147 accepted papers on Pruning and efficient tuning in Architectures and efficiency, from ICML, NeurIPS, ICLR, CVPR and AAAI (2016–2026), grouped into 3 clusters and 11 approaches. The busiest year so far is 2026.

Within Architectures and efficiency, its share grew from 14.2% in 2023–24 to 15.7% in 2025–26 (278 → 556 papers at ICML, NeurIPS, CVPR and AAAI, the venues with data for all four years).

2016: 2162017: 14172018: 18182019: 33192020: 70202021: 69212022: 107222023: 110232024: 168242025: 259252026: 29726

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Approaches and key papers

fine tuning · lora · adaptation · 655 papers

Approaches in this cluster:

Most cited and most cited since 2024:

sparsity · compression · structured · 426 papers

Approaches in this cluster:

Most cited and most cited since 2024:

lottery · tickets · winning · 66 papers

Approaches in this cluster:

Most cited and most cited since 2024:

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