Inferring Degrees from Incomplete Networks and Nonlinear Dynamics
Authors: Chunheng Jiang, Jianxi Gao, Malik Magdon-Ismail
IJCAI 2020 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | 4 Experimental Results We evaluated the performance of our approaches on six real networks, governed by three dynamical equations (ecological, regulatory, and epidemic) [Gao et al., 2016] (Table 1). |
| Researcher Affiliation | Academia | Chunheng Jiang , Jianxi Gao and Malik Magdon-Ismail Rensselaer Polytechnic Institute, Troy, NY, USA {jiangc4,gaoj8}@rpi.edu, magdon@cs.rpi.edu |
| Pseudocode | Yes | Algorithm 1 Zero Topo; Algorithm 2 Topo Plus; Algorithm 3 Round |
| Open Source Code | No | The paper does not contain any explicit statement about releasing open-source code for the described methodology or a direct link to a code repository. |
| Open Datasets | No | The paper mentions using 'six real networks' (Table 1) and refers to 'observed steady-states x of nodes', but it does not provide concrete access information (specific link, DOI, repository name, or formal citation with authors/year for dataset access) for these networks. |
| Dataset Splits | No | The paper describes uniform edge sampling fractions (p {10%, 20%, 30%}) for evaluation. However, it does not explicitly provide details about a distinct validation dataset split for hyperparameter tuning or model selection separate from the test/evaluation process. |
| Hardware Specification | No | The paper does not provide specific hardware details (e.g., GPU/CPU models, memory, or cloud instance types) used for running its experiments. |
| Software Dependencies | No | The paper does not provide specific ancillary software details, such as library or solver names with version numbers, needed to replicate the experiment. |
| Experiment Setup | Yes | Algorithm 1 specifies 'Let t = 0 and x(0) eff= x' as an initial value. Algorithm 2 specifies 'Let t = 0 and ˆδ(t) = δ(s)'. Both algorithms include termination conditions like 'until ˆβ(t) and x(t) effdo not change', which are part of the experimental procedure. |