Fisher Markets with Social Influence
Authors: Jiayi Zhao, Denizalp Goktas, Amy Greenwald
AAAI 2023 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Finally, we derive a novel first-order method that solves this Stackelberg system in polynomial time, prove that it is equivalent to computing competitive equilibrium prices via tˆatonnement, and run experiments that confirm our theoretical results. |
| Researcher Affiliation | Academia | 1 Department of Computer Science, Pomona College 2 Department of Computer Science, Brown University |
| Pseudocode | Yes | Algorithm 1: NE-Oracle Tˆatonnement For Influence Fisher Markets |
| Open Source Code | No | The paper does not provide any links to open-source code or explicit statements about code availability. |
| Open Datasets | No | The paper describes using randomly initialized linear, Cobb-Douglas, and Leontief Fisher markets for experiments, but does not refer to a specific publicly available dataset with concrete access information like a link or citation. |
| Dataset Splits | No | The paper does not provide specific training/validation/test dataset splits. It mentions running experiments on 'randomly initialized linear, Cobb-Douglas, and Leontief Fisher markets' but gives no details on data partitioning. |
| Hardware Specification | No | The paper does not provide specific hardware details (e.g., GPU/CPU models, memory) used for running its experiments. |
| Software Dependencies | No | The paper does not provide specific ancillary software details with version numbers (e.g., library or solver names with version numbers) needed to replicate the experiment. |
| Experiment Setup | No | The paper describes the types of utility functions (linear, Cobb-Douglas, Leontief) used in the experiments and mentions 'randomly initialized' markets, but does not specify concrete hyperparameters (e.g., learning rate, batch size, epochs) or other system-level training configurations. |