# continual-learning
4 articlestagged with “continual-learning”
Continual Learning Vulnerabilities
Exploiting continual learning update mechanisms to introduce vulnerabilities through incremental model updates without triggering safety evaluations.
data-trainingcontinual-learningcatastrophic-forgettingmanipulation
Continual Learning Safety Challenges
Safety challenges in continual learning systems where models adapt to new data over time.
frontier-researchcontinual-learningsafetychallenges
Continual Learning Security
Security risks in continual learning systems: catastrophic forgetting exploitation, task interference attacks, replay buffer poisoning, and stability-plasticity manipulation.
continual-learningcatastrophic-forgettingtask-interferenceonline-learningreplay-buffer
Continual Learning Drift Attacks
Exploiting continual learning and online training to gradually shift model behavior toward adversarial objectives.
trainingcontinual-learningdrift