Latent Confounded Causal Discovery via Lie Bracket Geometry
基于李括号几何的潜在混杂因果发现
机构 * Adobe Research(Adobe研究院) ; University of Massachusetts, Amherst(马萨诸塞大学阿默斯特分校)
AI总结 利用信息几何和范畴论,提出两种算法(BRIDGE和SKFM),通过干预诱导流的李括号非闭合性检测潜在混杂,大幅缩减因果图搜索空间。
Comments Revised to remove unsupported Kan-extension interpretations and clarify scope. Lie brackets are now nonspecific closure diagnostics, not certificates of latent confounding. Theorems are narrowed to conditional screen retention, residual-footprint rank, and order-dependent acyclicity. BRIDGE/SKFM algorithms and experiments remain intact