Unverified50% confidenceFactExact time
In ADE's self-test, because the O piece has only one legal placement, the softmax degenerates into a degenerate distribution, and the confidence and margin are naturally 1.0 rather than overconfidence.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe paper proves that the logarithmic factor appearing in previous risk bounds is not essential and can be completely eliminated, thereby improving the convergence rate to O(1/√N), consistent with the classical law of large numbers.64% similarUnverifiedResearch reveals that LLMs do not reliably weight and update based on evidence reliability like an ideal Bayesian agent, but instead exhibit behavioral patterns close to distributional skew, with their influence being less correlated with the true reliability of evidence than the Bayesian framework would predict.62% similarUnverifiedSoftmax函数具有平移不变性，任意放大所有logit的尺度不改变预测类别，却会将输出概率压向极端值，是其天然的过度自信倾向62% similarUnverifiedQuantile loss is more robust to outliers than MSE and can implicitly characterize the asymmetry of prediction errors.61% similarUnverifiedThe distribution shift problem in behavior cloning causes error accumulation, with the expected total loss after T steps being O(εT²) rather than the linear O(εT).61% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1008215API
curl https://kongchang.com/api/v1/knowledge/claims/1008215MCP
get_claim(id=1008215)