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.
Learning-Augmented Facility Location Mechanisms for Envy Ratio
Authors: HARIS AZIZ, Yuhang Guo, Alexander Lam, Houyu Zhou
NeurIPS 2025 | Venue PDF | LLM Run Details | Input Tokens: 30,559 Total number of tokens sent to the LLM as input for this paper's analysis. | Output Tokens: 2,269 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 | As a theoretical paper which lacks experiments, the paper clearly conforms to the Neur IPS Code of Ethics. |
| Researcher Affiliation | Academia | Haris Aziz UNSW Sydney EMAIL Yuhang Guo UNSW Sydney EMAIL Alexander Lam Hong Kong Polytechnic University EMAIL Houyu Zhou UNSW Sydney EMAIL |
| Pseudocode | Yes | Mechanism 1 α-Bounding Interval Mechanism (α-BIM) [...] Mechanism 2 (α, p)-LRM Constant Mechanism [...] Mechanism 3 Bias-Aware Mechanism (BAM) [...] Mechanism 4 α-Bounding Interval Randomized Mechanism [...] Mechanism 5 Bias-Aware LRM Mechanism |
| Open Source Code | No | The paper does not include experiments or code. |
| Open Datasets | No | The paper does not include experiments. |
| 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. |