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 [1].
Implementing the Wisdom of Waze
Authors: Shoshana Vasserman, Michal Feldman, Avinatan Hassidim
IJCAI 2015 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | The paper focuses on mathematical modeling, definitions (e.g., Bayes Nash Equilibrium, Mediation Ratio), and proofs (e.g., Revelation Principle, lemmas, theorems) related to game theory and network routing. There are no sections describing empirical studies, datasets, experimental results from data analysis, performance metrics, or comparisons on real-world or simulated data in the way typical for experimental research. |
| Researcher Affiliation | Academia | Shoshana Vasserman Harvard University EMAIL Michal Feldman Tel Aviv University EMAIL Avinatan Hassidim Bar Ilan University EMAIL |
| Pseudocode | No | The paper contains mathematical formulations and proofs, but no pseudocode or algorithm blocks. |
| Open Source Code | No | The paper does not mention or provide any links to open-source code for the described methodology. |
| Open Datasets | No | As a theoretical paper, it does not involve training data or publicly available datasets for empirical experiments. |
| Dataset Splits | No | As a theoretical paper, it does not describe data splits for validation or other experimental phases. |
| Hardware Specification | No | As a theoretical paper, there is no mention of specific hardware used for running experiments. |
| Software Dependencies | No | As a theoretical paper, there is no mention of specific software dependencies or their versions. |
| Experiment Setup | No | As a theoretical paper, it does not describe an experimental setup with hyperparameters or system-level settings. |