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..
Set Smoothness Unlocks Clarke Hyper-stationarity in Bilevel Optimization
Authors: He Chen, Jiajin Li, Anthony Man-Cho So
NeurIPS 2025 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | This paper focuses on the theoretical computability of hyper-stationarity for BLO and does not include experiments. |
| Researcher Affiliation | Academia | He Chen SEEM The Chinese University of Hong Kong Shatin, Hong Kong EMAIL; Jiajin Li Sauder School of Business University of British Columbia Vancouver, BC, Canada EMAIL; Anthony Man-Cho So SEEM The Chinese University of Hong Kong Shatin, Hong Kong EMAIL |
| Pseudocode | Yes | Algorithm 1 Inexact Zeroth-order Method (cf. [7, Algorithm 2]); Algorithm 2 Deterministic Subroutine A |
| Open Source Code | No | This paper focuses on the theoretical computability of hyper-stationarity for BLO and does not include experiments requiring code. |
| Open Datasets | No | This paper focuses on the theoretical computability of hyper-stationarity for BLO and does not include experiments. |
| Dataset Splits | No | This paper focuses on the theoretical computability of hyper-stationarity for BLO and does not include experiments. |
| Hardware Specification | No | This paper focuses on the theoretical computability of hyper-stationarity for BLO and does not include experiments. |
| Software Dependencies | No | This paper focuses on the theoretical computability of hyper-stationarity for BLO and does not include experiments. |
| Experiment Setup | No | This paper focuses on the theoretical computability of hyper-stationarity for BLO and does not include experiments. |