Unverified50% confidenceCautionExact time
U-Space's orthogonal basis assumes that residual representations are relatively stable, but its robustness across model families still needs to be tested.
1
Sources
50%
Confidence
Long-term
Relevance
10/19/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedU-Space extracts uncertainty signals from the model's internal residual representations and does not rely on external supervision.63% similarUnverifiedThe numerical stability of the closed-form computation of the data space DP divergence remains to be tested in larger-scale problems.62% similarUnverified2023年多项研究证明,即使经过RLHF对齐的模型也难以完全抵抗精心设计的间接提示词注入61% similarUnverified多模型集成能平滑单一模型的系统性偏差,多模型高度一致时结论可信度更高,显著分歧时提示不确定性需人工核查58% similarUnverifiedFor the empirical measure case, the iteration reduces to a finite-dimensional trust-region method under the L²(ρ_N) inner product, and when the initial objective gap is uniformly bounded, the complexity constant is independent of both the number of particles and the dimension.58% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1065675API
curl https://kongchang.com/api/v1/knowledge/claims/1065675MCP
get_claim(id=1065675)