Samory Kpotufe
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| title | conference | date |
|---|---|---|
| A Complex Picture of Multi-task Learning | Learning from Heterogeneous Sources 2026 | 2026-02-23 |
Multitask learning with N source datasets each of size n yields a mixed picture: an oracle vs adaptive gap where an oracle that knows which M sources are close… | ||
| Measures of relatedness in domain adaptation and related problems. | Modern Paradigms in Generalization Boot Camp 2024 | 2024-08-27 |
Proposes a concrete quantity called the transfer exponent and a broader modulus of continuity that map source excess risk to target excess risk, proves minimax… | ||
| Fast NN Prediction with No Statistical Tradeoff | Sublinear Algorithms and Nearest-Neighbor Search | 2018-11-27 |
Claims that K nearest-neighbor accuracy (with optimal K ~ sqrt(n)) is attainable in O(log n) prediction time by reducing the dataset via quantization or… | ||
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