Alec Farid
4 papers · 2021–2022 · 3 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
Jump to papers ↓
๐
Conference Polyglot ยท Bronze
๐
Interdisciplinary Bridge ยท Bronze
๐ฃ
Hot Topic Early Bird
Venues
Top co-authors
Research topics
Keywords
statistical guarantee
(2)
pac-bayesian theory
(2)
false positive rate
(1)
generalization bound
(1)
pac-bayes bound
(1)
generalization guarantee
(1)
failure detection
(1)
ood detection
(1)
failure prediction
(1)
gradient-based meta-learning
(1)
vision-based control
(1)
gradient-based learning
(1)
runtime monitoring
(1)
autonomous vehicle safety
(1)
uniform stability
(1)
trajectory prediction
(1)
probabilistic detector
(1)
robot learning
(1)
Papers
Failure Prediction with Statistical Guarantees for Vision-Based Robot Control
RSS 2022
Task-Relevant Failure Detection for Trajectory Predictors in Autonomous Vehicles
CoRL 2022
Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability
NeurIPS 2021
Task-Driven Out-of-Distribution Detection with Statistical Guarantees for Robot Learning
CoRL 2021