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Research map / Learning theory and algorithms

Prediction and decision losses: research map

2,134 accepted papers on Prediction and decision losses in Learning theory and algorithms, from ICML, NeurIPS, ICLR, CVPR and AAAI (2016–2026), grouped into 6 clusters and 23 approaches. The busiest year so far is 2026.

Within Learning theory and algorithms, its share held steady from 24.0% in 2023–24 to 23.7% in 2025–26 (535 → 576 papers at ICML, NeurIPS, CVPR and AAAI, the venues with data for all four years).

2016: 88162017: 98172018: 115182019: 147192020: 173202021: 196212022: 206222023: 264232024: 271242025: 284252026: 29226

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Approaches and key papers

selection · robust · test · 1,009 papers

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Most cited and most cited since 2024:

ranking · nearest · neighbor · 262 papers

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Most cited and most cited since 2024:

losses · loss functions · surrogate · 251 papers

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conformal · predictions · online · 233 papers

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explanations · shapley · attribution · 201 papers

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trees · decision tree · forests · 178 papers

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