Continual Learning
Keeping behavior classifiers current as topics, targets and languages drift, without forgetting what they already know.
- 2023
Violence-Inducing Behavior Prevention in Social-Cyber Space
Project design for multilingual, KB-augmented violence-inducing behavior detection
SAIDD (Springer) · First author - 2024
Lifelong Learning Framework for Multilingual Hate Speech Detection in Social Media Streams
Replay-memory lifelong learning over topic×language task stream; best on 7/10 tasks
SBP-BRiMS · First author - 2025
Knowledge-guided Continual Learning for Behavioral Analytics Systems
Wiktionary-KG augmentation of replay nearly eliminates forgetting (HateXplain acc 16.7→46.7)
IEEE CogMI · First author