Unverified50% confidenceFactExact time
MAS introduces a 'resplit-per-covariate' strategy, which decouples the dependencies among estimators by independently resampling for each covariate.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedMAS 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.68% similarUnverified多Agent系统(MAS)在投研场景中通过不同Agent专注于不同维度的分析,比单一大模型直接输出结论具有更强的可解释性和鲁棒性68% similarUnverifiedA 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.66% similarUnverified子智能体设计源自多智能体系统(MAS)研究范式,将单一大模型调用拆解为多个具有特定系统提示和上下文的专用实例64% similarUnverifiedThe paper proposes a covariate-dependent continuous ratio Markov random field model that directly performs joint modeling of multiple ordinal attributes and introduces covariates so that the preference distribution varies with user characteristics or context.63% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1046160API
curl https://kongchang.com/api/v1/knowledge/claims/1046160MCP
get_claim(id=1046160)