Unverified50% confidenceFactExact time
Under mild conditions, MAS establishes a theoretical guarantee of asymptotic FDR control.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedA new study proposes a complementary method called MAS (Model-Agnostic Selection with agent-X importance) for achieving FDR-controlled variable selection without assumptions on the covariate distribution.62% similarUnverifiedThe method operates directly on FSD models without requiring re-distillation, implying lower governance costs and faster iteration speed.61% similarUnverifiedMAS and Model-X knockoffs are complementary: when the covariate distribution is known or can be estimated accurately, knockoffs may be the more efficient choice; when the distribution is unknown or difficult to model, MAS exhibits a model-agnostic advantage.57% similarUnverifiedModern control theory starts from state-space descriptions, uses matrix theory to handle multi-input multi-output systems, and introduces concepts like controllability and observability56% similarUnverifiedThe mathematical roots of SSMs come from linear time-invariant systems in control theory, using matrices A, B, and C to describe how inputs update the hidden state and how the hidden state maps to outputs.56% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1046176API
curl https://kongchang.com/api/v1/knowledge/claims/1046176MCP
get_claim(id=1046176)