Combining dataset-prior sampling with top-k group active sampling yields more stable optimization and better downstream task performance than prior active subsampling methods across classification, reconstruction, and segmentation tasks.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
eess.SY 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Prior-aware and Context-guided Group Sampling for Active Probabilistic Subsampling
Combining dataset-prior sampling with top-k group active sampling yields more stable optimization and better downstream task performance than prior active subsampling methods across classification, reconstruction, and segmentation tasks.