Causal Modelling Agents: Causal Graph Discovery through Synergising Metadata- and Data-driven Reasoning.
Ahmed AbdulaalAdamos HadjivasiliouNina Montaña BrownTiantian HeAyodeji IjishakinIvana DrobnjakDaniel C. CastroDaniel C. AlexanderPublished in: ICLR (2024)
Keyphrases
- causal graph
- data driven
- causal models
- causal reasoning
- causal discovery
- metadata
- reasoning process
- multi agent systems
- causal structure
- multi agent
- planning problems
- causal relationships
- multiple agents
- state variables
- qualitative models
- directed acyclic graph
- causal relations
- markov blanket
- knowledge base
- observational data
- knowledge representation
- decision theoretic
- discovery process
- single agent
- structural model
- np hardness
- orders of magnitude
- causal ordering
- plan execution
- plan generation
- general purpose