Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness Metrics.
Charan ReddyDeepak SharmaSoroush MehriAdriana Romero-SorianoSamira ShabanianSina HonariPublished in: NeurIPS Datasets and Benchmarks (2021)
Keyphrases
- learning algorithm
- reinforcement learning
- representational power
- noise tolerant
- learning systems
- learning process
- computational complexity
- active learning
- theoretical analysis
- learning models
- graph theory
- significant improvement
- computational cost
- orders of magnitude
- learning tasks
- inductive inference
- continuous domains
- automatically learned
- knowledge acquisition
- prior knowledge
- dynamic bayesian networks