Sparse / Pruned Neural Networks
ResNets
Transformers
Continual / Incremental Learning
Task/Class Incremental Learning (TIL/CIL) of Image Classification
Video Incremental Learning (VIL) of Neural Implicit Representation
Continual pre-training of Language models (CLMs)
Continual Learning of Knowledge Graph Embedding (KG)
Multimodal Representation Learning
Contrastive Language-Image Pretraining (CLIP)
Neural Implicit Representation (NIR)
Imbalanced Dataset Learning
Unbiased Scene Graph Generation
Continual Learning Tutorials
Subnetworks for Life-long Learning in KAIST EE531 Lecture (slide, 2024.05.21)
Continual Learning in ICPRAI2024 @ Jeju ICC (slide, 2024.07.05)
Tutorials & Subnetworks for Continual Learning @ SKKU (slide, 2024.07.17)
Review Services
IEEE Letter / Transactions: 2021 ~ 2024
Expert Systems With Applications: 2024 ~
Springer: 2024 ~
NeuralPS : 2022 ~ 2023
ICML: 2022 ~ 2024
ICLR: 2022 ~ 2024
CoLLAs : 2023 ~ 2024