Detecting and Mitigating Test-time Failure Risks via Model-agnostic Uncertainty Learning.
Preethi LahotiKrishna P. GummadiGerhard WeikumPublished in: CoRR (2021)
Keyphrases
- risk management
- learning scheme
- theoretical framework
- computational model
- prior knowledge
- risk assessment
- computational models
- learning models
- formal model
- learning algorithm
- mathematical model
- theoretical analysis
- semi supervised
- management system
- probabilistic model
- high level
- privileged information
- learned models
- connectionist networks
- automatically learned
- learning mechanism
- statistical model
- neural nets
- uncertain data
- experimental data
- learning systems
- knowledge acquisition
- graphical models
- decision trees