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Gyuhak Kim
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Year
Continual Pre-training of Language Models
Z Ke, Y Shao, H Lin, T Konishi, G Kim, B Liu
The Eleventh International Conference on Learning Representations, 2023
532023
A Theoretical Study on Solving Continual Learning
G Kim, C Xiao, T Konishi, Z Ke, B Liu
Advances in Neural Information Processing Systems, 2022
422022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay
G Kim, Z Ke, B Liu
Proceedings of the Conference on Lifelong Learning Agents, 2022
172022
Continual learning based on ood detection and task masking
G Kim, S Esmaeilpour, C Xiao, B Liu
Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2022
152022
Learnability and Algorithm for Continual Learning
G Kim, C Xiao, T Konishi, B Liu
International Conference on Machine Learning, 2023
122023
Parameter-Level Soft-Masking for Continual Learning
T Konishi, M Kurokawa, C Ono, Z Ke, G Kim, B Liu
International Conference on Machine Learning, 2023
112023
Open-world continual learning: Unifying novelty detection and continual learning
G Kim, C Xiao, T Konishi, Z Ke, B Liu
arXiv preprint arXiv:2304.10038, 2023
62023
Continual learning via principal components projection
G Kim, B Liu
22020
Method and information processing apparatus that perform transfer learning while suppressing occurrence of catastrophic forgetting
T Konishi, M Kurokawa, B Liu, G Kim, Z Ke
US Patent App. 17/481,655, 2023
12023
Continual Learning Using Pseudo-Replay via Latent Space Sampling
G Kim, S Esmaeilpour, Z Ke, T Konishi, B Liu
OpenReview, 2021
12021
Multi-Modal Continual Pre-Training For Audio Encoders
G Kim, HH Wu, L Bondi, B Liu
ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024
2024
Method and information processing apparatus for performing transfer learning while suppressing occurrence of catastrophic forgetting
T Konishi, M Kurokawa, B Liu, G Kim, Z Ke
US Patent App. 17/939,215, 2024
2024
Continual Learning Using Out-of-Distribution Detection
G Kim
University of Illinois at Chicago, 2023
2023
Continual Learning of Language Models
Z Ke, Y Shao, H Lin, T Konishi, G Kim, B Liu
arXiv preprint arXiv:2302.03241, 2023
2023
Continual Pre-training of Language Models
Z Ke, Y Shao, H Lin, T Konishi, G Kim, B Liu
The Eleventh International Conference on Learning Representations, 2022
2022
Solving Continual Learning via Problem Decomposition
G Kim, C Xiao, T Konishi, Z Ke, B Liu
2022
Partially Relaxed Masks for Knowledge Transfer Without Forgetting in Continual Learning
T Konishi, M Kurokawa, C Ono, Z Ke, G Kim, B Liu
Pacific-Asia Conference on Knowledge Discovery and Data Mining, 367-379, 2022
2022
Continual Learning with Soft-Masking of Parameter-Level Gradient Flow
T Konishi, M Kurokawa, C Ono, Z Ke, G Kim, B Liu
OpenReview, 2022
2022
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