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 embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
Robust Contextual Pricing
Authors: Anupam Gupta, Guru Guruganesh, Renato Leme, Jon Schneider
NeurIPS 2025 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | Justification: No experimental results. |
| Researcher Affiliation | Collaboration | Anupam Gupta NYU and Google Guru Guruganesh Google Renato Paes Leme Google Jon Schneider Google |
| Pseudocode | Yes | Algorithm Description. We instantiate C + 1 copies of the uncorrupted algorithm denoting the i-th copy by Queryi(xt) and Updatei(xt, pt, σt). We also maintain a set of active instances A that is initially {1, 2, . . . , C + 1}. Now, for each t = 1 . . . T we: obtain the price proposed by each algorithm pt,i = Queryi(xt). choose the largest price pt = maxi A pt,i to post. observe feedback σt if σt = 0 (no-sale), let i A be the index such that pt = pt,i. Then call Updatei(xt, pt, σt). If the i-th algorithm was updated with more than R(T) no sales, then remove i from the active set A. if σt = 1 (sale), then let i be a random index from A and call Updatei(xt, pt, σt). |
| Open Source Code | No | Justification: The paper does not include experiments requiring code. |
| Open Datasets | No | Justification: The paper does not include experiments. |
| Dataset Splits | No | Justification: The paper does not include experiments. |
| Hardware Specification | No | Justification: The paper does not include experiments. |
| Software Dependencies | No | Justification: The paper does not include experiments. |
| Experiment Setup | No | Justification: The paper does not include experiments. |