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.
Non-stationary Bandit Convex Optimization: A Comprehensive Study
Authors: Xiaoqi Liu, Dorian Baudry, Julian Zimmert, Patrick Rebeschini, Arya Akhavan
NeurIPS 2025 | Venue PDF | LLM Run Details | Input Tokens: 36,190 Total number of tokens sent to the LLM as input for this paper's analysis. | Output Tokens: 4,024 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 | This paper is theoretical in nature and does not include experimental results. |
| Researcher Affiliation | Collaboration | University of Oxford. Correspondence to: EMAIL. Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP, LIG, 38000 Grenoble, France. Google Research. Γcole Polytechnique de Paris, IP Paris. |
| Pseudocode | Yes | Algorithm 1 Tilted Exponentially Weighted Average with Sleeping Experts (TEWA-SE) (...) Algorithm 2 Expert algorithm E(I, Ο±): projected online gradient descent (OGD) (...) Algorithm 3 clipped Exploration by Optimization (c Ex O) (...) Algorithm 4 TEWA equipped with Bandit-over-Bandit (Bo B) |
| Open Source Code | No | This paper does not include experiments. |
| Open Datasets | No | This paper does not include experiments. |
| Dataset Splits | No | This paper does not include experiments. |
| Hardware Specification | No | This paper does not include experiments. |
| Software Dependencies | No | This paper is theoretical in nature and does not include experimental results. |
| Experiment Setup | No | This paper does not include experiments. |