Unverified50% confidenceFactExact time
The paper proves that under per-variable Richness conditions, the invariance-gated ladder provably stops at the true causal predictor set
1
Sources
50%
Confidence
Long-term
Relevance
10/7/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe guarantees in the HOST paper are established under appropriate conditions, and the robustness of the algorithm to deviations from the Gaussian assumption still requires further exploration.71% similarUnverified西尔维斯特-加莱定理依赖于实数域的特殊性质，并非纯粹的组合结论，在复平面上失效68% similarUnverifiedGiven sufficient coverage and controlled local mechanism error, oracle-level causal composition can surpass the theoretical lower bound achievable by non-causal methods.68% similarUnverifiedThe researchers transfer the population-level conclusions to finite corpora by controlling the gradient error so that it remains manageable relative to the shrinking progress directions along the scale of each parameter66% similarUnverified近似遗忘通过梯度上升等方法主动削弱特定数据对模型参数的影响，但效果难以量化验证66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/983474API
curl https://kongchang.com/api/v1/knowledge/claims/983474MCP
get_claim(id=983474)