Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
Some Fixed Parameter Tractability Results for Planning with Non-Acyclic Domain-Transition Graphs
Authors: Christer Bäckström
AAAI 2015 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | We prove that planning when the causal graph is a polytree and all DTGs are cycle-DAGs is fpt in parameters c, d, k and pmax. and We will not go further into this since we primarily prove tractability results in this paper. |
| Researcher Affiliation | Academia | Christer B ackstr om Link oping University, SE-58183 Link oping, Sweden. Email: EMAIL |
| Pseudocode | Yes | Figure 1: Find maximal matching signature. and Figure 2: Signature preprocessing for arbitrary CG. |
| Open Source Code | No | The paper does not provide concrete access to source code for the methodology described. |
| Open Datasets | No | This is a theoretical paper and does not involve datasets or empirical experiments. |
| Dataset Splits | No | This is a theoretical paper and does not involve datasets or empirical experiments, therefore, no training/test/validation splits are discussed. |
| Hardware Specification | No | As this is a theoretical paper with no empirical experiments, no hardware specifications are provided. |
| Software Dependencies | No | The paper is theoretical and describes algorithms conceptually, thus it does not list specific software dependencies with version numbers. |
| Experiment Setup | No | As this is a theoretical paper with no empirical experiments, no experimental setup details or hyperparameters are provided. |