Unverified50% confidenceFactExact time
Cammarata's extreme stress experiment showed that after compressing 480 curve-detecting neurons in a certain layer of InceptionV1 down to 10 and retraining, these neurons were still clearly interpretable rather than chaotically superposed.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedFor each generator, the key neurons consistently selected account for less than 1% of the total, and they are highly consistent across different cross-validation folds and random seeds.66% similarUnverifiedMean ablation of the key neurons leaves accuracy largely unchanged, revealing the redundant distributed nature of the detection signal.64% similarUnverifiedExperiments show that the efficiency of neural scoring is on par with the exact likelihood ratio and scores tailored to specific applications.63% similarUnverified神经网络存在对抗样本脆弱性，微小的人类不可察觉的输入扰动可能导致模型输出剧烈变化63% similarUnverified深度学习中的随机种子控制权重初始化、数据加载批次打乱顺序、Dropout神经元随机失活以及优化器中的随机梯度估计等多个随机性来源62% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1045665API
curl https://kongchang.com/api/v1/knowledge/claims/1045665MCP
get_claim(id=1045665)