Learning Hard-Constrained Models with One Sample.
Andreas GalanisAlkis KalavasisAnthimos Vardis KandirosPublished in: SODA (2024)
Keyphrases
- learned models
- learning algorithm
- learning process
- prior knowledge
- learning models
- accurate models
- structured prediction
- statistical model
- online learning
- knowledge acquisition
- incremental learning
- active learning
- bayesian methods
- neural network
- markov logic networks
- case study
- artificial neural networks
- qualitative models
- dynamic bayesian networks
- learning scheme
- inductive learning
- conditional random fields
- background knowledge
- learning systems
- unsupervised learning