On the Integration of CP-nets in ASPRIN

Authors: Mario Alviano, Javier Romero, Torsten Schaub

IJCAI 2019 | Conference PDF | Archive PDF | Plain Text | LLM Run Details

Reproducibility Variable Result LLM Response
Research Type Experimental The different solving techniques for CP-nets available in ASPRIN are evaluated empirically on testcases generated from the 193 instances of [Brewka et al., 2015b]. We measured the time to compute one optimal answer set with up to five techniques: LOOPS, the algorithm in Section 5; USC, the approximation (Section 4) provided by weak constraints using unsatisfiable core analysis (--opt-strat=usc option); HEUR, the approximation provided by lexicographic compositions of subset preferences using domain heuristics (#heuristic directives); PL-SQ and PL-LIN, the algorithm in Section 3 respectively with quadratic and linear diameter. Experiments ran on an Intel Xeon 2.20GHz processor under Linux, and resources were limited to 3600 seconds of runtime and 8 GB of memory. Testcases and details can be downloaded at https://potassco.org/asprin/. Experimental results are shown in Figure 5.
Researcher Affiliation Academia 1University of Calabria, Italy 2University of Potsdam, Germany
Pseudocode Yes Algorithm 1: TREEDT(N, I, I ); Algorithm 2: TREEDT-restated(N, I, I ); Figure 3: Preference program ΠCP for (possibly cyclic) CP-nets; Figure 4: Preference program for tree-shaped CP-nets
Open Source Code Yes Testcases and details can be downloaded at https://potassco.org/asprin/.
Open Datasets Yes The different solving techniques for CP-nets available in ASPRIN are evaluated empirically on testcases generated from the 193 instances of [Brewka et al., 2015b].
Dataset Splits No The paper mentions "testcases" and discusses performance on them but does not specify any training, validation, or test dataset splits (e.g., percentages or specific counts for each split).
Hardware Specification Yes Experiments ran on an Intel Xeon 2.20GHz processor under Linux, and resources were limited to 3600 seconds of runtime and 8 GB of memory.
Software Dependencies No The paper mentions ASPRIN and ASP solvers (e.g., clasp in related work context) but does not provide specific version numbers for these or other software dependencies.
Experiment Setup Yes Experiments ran on an Intel Xeon 2.20GHz processor under Linux, and resources were limited to 3600 seconds of runtime and 8 GB of memory.