Notice: This website is continuously updated as new conference proceedings and journal volumes are published. Consequently, the figures presented here may differ from those reported in our publications.


A brief overview of our methodology is provided on the Methods page, along with references to publications documenting our approach and links to the code and data used in each study.


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.

Stable Matching with Ties: Approximation Ratios and Learning

Authors: Shiyun Lin, Simon Mauras, Nadav Merlis, Vianney Perchet

NeurIPS 2025 | Venue PDF | LLM Run Details | Input Tokens: 36,370 Total number of tokens sent to the LLM as input for this paper's analysis. | Output Tokens: 4,115 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 The paper does not include experiments.
Researcher Affiliation Collaboration Shiyun Lin Center for Statistical Science School of Mathematical Sciences, Peking University EMAIL Simon Mauras INRIA, Fair Play Joint Team EMAIL Nadav Merlis Technion Israel Institute of Technology EMAIL Vianney Perchet CREST, ENSAE, IP Paris Criteo AI Lab, Fair Play Joint Team EMAIL
Pseudocode Yes Algorithm 1 Internally Stable Matchings for Matching Market with Indifference, Algorithm 2 ϵ-Oracle for Approximated Worker Optimal Stable Matching, Algorithm 3 Explore-then-Choose-Oracle (Full version)
Open Source Code No The paper does not include experiments requiring code.
Open Datasets No The paper does not include experiments. No data or models are released with this paper.
Dataset Splits No The paper does not include experiments.
Hardware Specification No The paper does not include experiments.
Software Dependencies No The paper does not include experiments.
Experiment Setup No The paper does not include experiments.