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.
On Universality Classes of Equivariant Networks
Authors: Marco Pacini, Gabriele Santin, Bruno Lepri, Shubhendu Trivedi
NeurIPS 2025 | Venue PDF | LLM Run Details | Input Tokens: 30,094 Total number of tokens sent to the LLM as input for this paper's analysis. | Output Tokens: 3,502 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 | Answer: [NA] . Justification: The paper presents a theoretical investigation. |
| Researcher Affiliation | Academia | University of Trento; Fondazione Bruno Kessler. EMAIL Ca Foscari University of Venice. EMAIL Fondazione Bruno Kessler, EMAIL EMAIL |
| Pseudocode | No | The paper consists of theoretical analysis and proofs, and does not include pseudocode or algorithm blocks. |
| Open Source Code | No | Answer: [NA] . Justification: The paper presents a theoretical investigation. Guidelines: The answer NA means that paper does not include experiments requiring code. |
| Open Datasets | No | Answer: [NA] . Justification: The paper presents a theoretical investigation. Guidelines: The answer NA means that paper does not include experiments requiring code. |
| Dataset Splits | No | Answer: [NA] . Justification: The paper presents a theoretical investigation. Guidelines: The answer NA means that the paper does not include experiments. |
| Hardware Specification | No | Answer: [NA] . Justification: The paper presents a theoretical investigation. Guidelines: The answer NA means that the paper does not include experiments. |
| Software Dependencies | No | Answer: [NA] . Justification: The paper presents a theoretical investigation. Guidelines: The answer NA means that paper does not include experiments requiring code. |
| Experiment Setup | No | Answer: [NA] . Justification: The paper presents a theoretical investigation. Guidelines: The answer NA means that the paper does not include experiments. |