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..
Multi-Directional Heuristic Search
Authors: Dor Atzmon, Jiaoyang Li, Ariel Felner, Eliran Nachmani, Shahaf Shperberg, Nathan Sturtevant, Sven Koenig
IJCAI 2020 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Experiments demonstrate the bene๏ฌts of MM*. We experimented with MM* on an Intel R Xeon E5-2660 v4 @2.00GHz processor with 16GB of RAM. |
| Researcher Affiliation | Academia | 1Ben-Gurion University 2University of Southern California 3University of Alberta |
| Pseudocode | Yes | Algorithm 1: The MM* Algorithm |
| Open Source Code | No | The paper does not provide any explicit statement about making the source code available or include a link to a code repository. |
| Open Datasets | Yes | Finally, we experimented on the 768x768 Enigma grid (presented in Figure 2(a)) from the Starcraft video game, available in the movingai repository [Sturtevant, 2012]. |
| Dataset Splits | No | The paper describes experiments on randomly generated grid instances and a specific benchmark grid, but it does not specify any training, validation, or test dataset splits. |
| Hardware Specification | Yes | We experimented with MM* on an Intel R Xeon E5-2660 v4 @2.00GHz processor with 16GB of RAM. |
| Software Dependencies | No | The paper does not provide specific software dependencies with version numbers (e.g., programming language, libraries, or solvers). |
| Experiment Setup | Yes | The number of dimensions D for h3 was always set to 10, as suggested by Li et al. [2019]. |