Non-monotonic Resource Utilization in the Bandits with Knapsacks Problem
Authors: Raunak Kumar, Robert Kleinberg
NeurIPS 2022 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | 3. If you ran experiments... (a) Did you include the code, data, and instructions needed to reproduce the main experimental results (either in the supplemental material or as a URL)? [N/A] (b) Did you specify all the training details (e.g., data splits, hyperparameters, how they were chosen)? [N/A] (c) Did you report error bars (e.g., with respect to the random seed after running experiments multiple times)? [N/A] (d) Did you include the total amount of compute and the type of resources used (e.g., type of GPUs, internal cluster, or cloud provider)? [N/A] |
| Researcher Affiliation | Academia | Raunak Kumar Department of Computer Science Cornell University Ithaca, NY 14853 raunak@cs.cornell.edu Robert D. Kleinberg Department of Computer Science Cornell University Ithaca, NY 14853 rdk@cs.cornell.edu |
| Pseudocode | Yes | Algorithm 1: Control Budget (for m = 1), Algorithm 2: Control Budget (for general m), Algorithm 3: Explore Then Control Budget |
| Open Source Code | No | The paper states '[N/A]' for code inclusion under the '3. If you ran experiments...' section, and there is no explicit statement or link to open-source code for the described methodology. |
| Open Datasets | No | The paper is theoretical and does not conduct empirical experiments involving datasets. The '3. If you ran experiments...' section explicitly states '[N/A]' for data, training details, error bars, and compute. |
| Dataset Splits | No | The paper is theoretical and does not conduct empirical experiments involving datasets. The '3. If you ran experiments...' section explicitly states '[N/A]' for data, training details, error bars, and compute. |
| Hardware Specification | No | The paper is theoretical and does not describe any experiments that would require specific hardware. The '3. If you ran experiments...' section explicitly states '[N/A]' for compute resources. |
| Software Dependencies | No | The paper is theoretical and does not describe any experiments that would require specific software dependencies with version numbers. The '3. If you ran experiments...' section explicitly states '[N/A]' for training details. |
| Experiment Setup | No | The paper is theoretical and focuses on algorithm design and proofs, not empirical experiments with a specific setup like hyperparameters or training configurations. The '3. If you ran experiments...' section explicitly states '[N/A]' for training details. |