2 papers
cs.LG2026
Exemplar-Free Continual Learning for State Space Models
Isaac Ning Lee, Leila Mahmoodi, Trung Le +1
State-Space Models (SSMs) excel at capturing long-range dependencies with structured recurrence, making them well-suited for sequence modeling. However, their evolving internal sta…
cs.LG2025
Flashbacks to Harmonize Stability and Plasticity in Continual Learning
Leila Mahmoodi, Peyman Moghadam, Munawar Hayat +2
We introduce Flashback Learning (FL), a novel method designed to harmonize the stability and plasticity of models in Continual Learning (CL). Unlike prior approaches that primarily…