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].
Randomized Strategic Facility Location with Predictions
Authors: Eric Balkanski, Vasilis Gkatzelis, Golnoosh Shahkarami
NeurIPS 2024 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | In this paper, we provide a deeper understanding of this problem by exploring the power of randomization as well as the impact of different types of predictions on the performance of truthful learning-augmented mechanisms. We study both the single-dimensional and the Euclidean case and provide upper and lower bounds regarding the achievable approximation of the optimal egalitarian social cost. [...] The contributions of our paper are mainly theoretical. |
| Researcher Affiliation | Academia | Eric Balkanski Columbia University, IEOR EMAIL Vasilis Gkatzelis Drexel University, Computer Science EMAIL Golnoosh Shahkarami Max Planck Institut für Informatik, Universität des Saarlandes EMAIL |
| Pseudocode | Yes | Mechanism 1: Centroid Mechanism on Extreme Agents Input :Location profile x = x1, , xn , Predictions ˆe = e1, , ek Output :Probability distribution P on location of the facility With probability 1/2: return the centroid G = xe1+ +xek k With probability 1/2k: return each point xe1, , xek |
| Open Source Code | No | The contributions of our paper are mainly theoretical. (from Neur IPS checklist question 5 justification) |
| Open Datasets | No | The contributions of our paper are mainly theoretical. (from Neur IPS checklist question 4, 5, 6, 7, 8 justifications) |
| Dataset Splits | No | The contributions of our paper are mainly theoretical. (from Neur IPS checklist question 4, 5, 6, 7, 8 justifications) |
| Hardware Specification | No | The contributions of our paper are mainly theoretical. (from Neur IPS checklist question 8 justification) |
| Software Dependencies | No | The contributions of our paper are mainly theoretical. (from Neur IPS checklist question 5 justification) |
| Experiment Setup | No | The contributions of our paper are mainly theoretical. (from Neur IPS checklist question 6 justification) |