On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,657 papers · 148 categories

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3 results for “MPDAG”

Identifying Conditional Causal Effects in MPDAGscs.AI

Identifies causal effects in partially directed acyclic graphs with observed variables.

problem Identifying conditional causal effects in graphs with background knowledge and observed variables.

method Three results: identification formula, do calculus generalization, and algorithm completeness.

result Complete algorithm for identifying conditional effects in MPDAGs.

Causal inference MPDAG Identification Conditional effects Graphical models

2025-07-21abs ↗pdf ↗

Do we become wiser with time? On causal equivalence with tiered background knowledgestat.ML

New method simplifies causal inference with tiered background knowledge.

problem Large equivalence classes of DAGs limit causal information.

method Integrates tiered background knowledge to create 'tiered MPDAGs' with simplified structure.

result Tiered MPDAGs are chain graphs with chordal components, simplifying causal effect estimation.

causal inference tiered background knowledge chain graphs chordal components

2023-06-02abs ↗pdf ↗

On the Representation of Pairwise Causal Background Knowledge and Its Applications in Causal Inferencecs.AI

Paper characterizes and represents pairwise causal background knowledge for improved causal inference.

problem Improving causal inference by handling pairwise causal constraints.

method Graphical characterization, direct causal clause (DCC), unified representation, MPDAG, polynomial-time algorithms.

result Pairwise causal background knowledge uniquely decomposes into MPDAG and DCCs, improving causal effect identification.

causal inference pairwise constraints direct causal clause Markov equivalence polynomial-time algorithms

2022-07-10abs ↗pdf ↗