Fairness constraints can help exact inference in structured prediction.
Kevin BelloJean HonorioPublished in: NeurIPS (2020)
Keyphrases
- structured prediction
- exact inference
- approximate inference
- maximum margin
- conditional random fields
- graphical models
- latent variables
- efficient learning
- markov networks
- belief networks
- probabilistic inference
- convex optimization
- bayesian networks
- belief propagation
- information retrieval
- probabilistic model
- hidden markov models
- topic models
- higher order
- lower bound
- learning algorithm