2 papers
cs.CL2025
PPSEBM: An Energy-Based Model with Progressive Parameter Selection for Continual Learning
Xiaodi Li, Dingcheng Li, Rujun Gao +3
Continual learning remains a fundamental challenge in machine learning, requiring models to learn from a stream of tasks without forgetting previously acquired knowledge. A major o…
cs.LG2025
LSEBMCL: A Latent Space Energy-Based Model for Continual Learning
Xiaodi Li, Dingcheng Li, Rujun Gao +2
Continual learning has become essential in many practical applications such as online news summaries and product classification. The primary challenge is known as catastrophic forg…