Unverified50% confidenceFactExact time
The paper proves that a machine learns a true probability if and only if the truth condition and the guarantee condition are satisfied.
1
Sources
50%
Confidence
Long-term
Relevance
11/3/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe truth condition means that the machine's estimates converge to the true probability, which is exactly the standard definition of statistical consistency.75% similarUnverifiedA machine learning model with extremely high accuracy that appears perfect can still get the causal direction wrong.75% similarVerifiedResearch-oriented machine learning requires linear algebra, probability and statistics, and optimization theory as mathematical foundations.74% similarUnverified统计学基础应先于机器学习学习，因为数学直觉是读懂模型行为和排查异常结果的底层能力71% similarUnverifiedPrecision is essentially computing, given that a prediction is positive, the posterior probability that it is truly positive.71% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1129603API
curl https://kongchang.com/api/v1/knowledge/claims/1129603MCP
get_claim(id=1129603)