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 Shift Toward Open and Reproducible AI Research," Under Review, 2026. doi: 10.48550/arXiv.2606.16974..
Stochastic Shortest Path with Sparse Adversarial Costs
Authors: Emmeran Johnson, Alberto Rumi, Ciara Pike-Burke, Patrick Rebeschini
NeurIPS 2025 | Venue PDF | LLM Run Details | Input Tokens: 35,223 Total number of tokens sent to the LLM as input for this paper's analysis. | Output Tokens: 2,643 Total number of tokens produced by the LLM (including reasoning/thinking tokens) for this paper's analysis.
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | Our work is purely theoretical and conforms with the code of ethics. ... The paper does not include experiments. ... The paper does not include experiments. ... The paper does not include experiments. ... The paper does not include experiments. ... The paper does not include experiments. |
| Researcher Affiliation | Academia | Emmeran Johnson1 Alberto Rumi2,3 Ciara Pike-Burke1 Patrick Rebeschini4 1 Department of Mathematics, Imperial College London 2 Università degli Studi di Milano 3 CENTAI Institute 4 Department of Statistics, University of Oxford |
| Pseudocode | Yes | Algorithm 1 Sparse-Agnostic Mirror Descent ... Algorithm 2 Fully Parameter-Free Online Mirror Descent for Sparse SSPs |
| Open Source Code | No | The paper does not include experiments. ... The answer NA means that paper does not include experiments requiring code. |
| Open Datasets | No | The paper does not include experiments. ... The answer NA means that the paper does not include experiments. |
| Dataset Splits | No | The paper does not include experiments. ... The answer NA means that the paper does not include experiments. |
| Hardware Specification | No | The paper does not include experiments. ... The answer NA means that the paper does not include experiments. |
| Software Dependencies | No | The paper does not include experiments. As this is a theoretical paper, no software dependencies are mentioned. |
| Experiment Setup | No | The paper does not include experiments. ... The answer NA means that the paper does not include experiments. |