Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models.
George SteinJesse C. CresswellRasa HosseinzadehYi SuiBrendan Leigh RossValentin VillecrozeZhaoyan LiuAnthony L. CateriniJ. Eric T. TaylorGabriel Loaiza-GanemPublished in: CoRR (2023)
Keyphrases
- generative model
- evaluation metrics
- diffusion models
- diffusion model
- information diffusion
- precision and recall
- probabilistic model
- social networks
- em algorithm
- evaluation measures
- semi supervised
- influence maximization
- prior knowledge
- learning to rank
- diffusion process
- data sets
- greedy algorithm
- anisotropic diffusion
- community detection
- expectation maximization
- information extraction
- image processing
- information retrieval
- data mining