Efficient causation on reasoning, discovery and counterfactuals

This paper demonstrates a formalism of efficient causation. Efficient causation is one of the four types of basic causations coined by Aristotle. The efficient causation is not only a necessary step to complete reasoning tasks, its property also demonstrates invariant position in various reasoning tasks. We analyze several typical cases involved in structural efficient causation. Meanwhile, our analysis shows the invariant property of the efficient causation benefits causal inference and complex causal reasoning in a structural manner.

Authors

Publication Details

Journal
Proceedings of the ... International Florida Artificial Intelligence Research Society Conference
Published
2025-05-14
DOI
https://doi.org/10.32473/flairs.38.1.138910
Primary Topic
Logic, Reasoning, and Knowledge
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Efficient causation on reasoning, discovery and counterfactuals

Xing Xu
Proceedings of the ... International Florida Artificial Intelligence Research Society Conference
Logic, Reasoning, and Knowledge
article

Efficient causation on reasoning, discovery and counterfactuals

Xing Xu
article en

Abstract

This paper demonstrates a formalism of efficient causation. Efficient causation is one of the four types of basic causations coined by Aristotle. The efficient causation is not only a necessary step to complete reasoning tasks, its property also demonstrates invariant position in various reasoning tasks. We analyze several typical cases involved in structural efficient causation. Meanwhile, our analysis shows the invariant property of the efficient causation benefits causal inference and complex causal reasoning in a structural manner.

Proceedings of the ... International Florida Artificial Intelligence Research Society ConferenceVol. 38
Openalex Percentile: Top 70%
Logic, Reasoning, and Knowledge
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Efficient causation on reasoning, discovery and counterfactuals — Xing Xu · Proceedings of the ... International Florida Artificial Intelligence Research Society Conference (2025) | TGRS Research Map | TGRS