Unverified50% confidenceFactExact time
The study establishes deterministic equivalents for the risk of the two-step procedure, covering both model shift and covariance shift.
1
Sources
50%
Confidence
Long-term
Relevance
10/19/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe project's observations found: the gap between the notice rate and the safe action rate is far larger than expected -- a model can flag a risk in its reasoning trajectory but still issue a dangerous tool call two steps later, because there is no mechanism in the scaffolding to enforce a hard stop when a risk is detected. This is a system design gap, not just a model capability gap.72% similarUnverifiedThe researchers adapted the risk-seeking objective function from risk-sensitive optimization to the state preparation scenario; this strategy actively sacrifices average fidelity in exchange for a significant improvement in the fidelity of some pure states in the ensemble.69% similarUnverifiedInterpretability research into model internals and methods for assessing potential risks often lag behind capability growth.68% similarUnverifiedThe paper proposes the SEED-MAX (Successive Empirical Excess Risk Difference Maximization) algorithm, which reformulates feature selection as a variant of the sequential nested model selection problem and identifies the most parsimonious yet most informative feature subset by recursively computing the empirical risk.68% similarUnverifiedThe prediction comes with two qualifications: the cost would be prohibitively high, and it is contingent on continued access to frontier models.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1068990API
curl https://kongchang.com/api/v1/knowledge/claims/1068990MCP
get_claim(id=1068990)