Least-confidence active learning appeared to increase feature overlap (superposition) in ResNet18 on CIFAR-10 and Tiny ImageNet, contrary to the authors' expectation, though the evidence is indirect and statistically unverified.
Confidence-based active learning
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2024 1verdicts
REJECT 1representative citing papers
citing papers explorer
-
Superposition through Active Learning lens
Least-confidence active learning appeared to increase feature overlap (superposition) in ResNet18 on CIFAR-10 and Tiny ImageNet, contrary to the authors' expectation, though the evidence is indirect and statistically unverified.