2 citations · 3 across the 3 of their papers we have counts for
3 papers
Continual Learning for non-stationary regression via Memory-Efficient Replay
Pablo García-Santaclara, Bruno Fernández-Castro, RebecaP. Díaz-Redondo +1
Data streams are rarely static in dynamic environments like Industry 4.0. Instead, they constantly change, making traditional offline models outdated unless they can quickly adjust…
Continual Learning at the Edge: An Agnostic IIoT Architecture
Pablo García-Santaclara, Bruno Fernández-Castro, Rebeca P. Díaz-Redondo +2
The exponential growth of Internet-connected devices has presented challenges to traditional centralized computing systems due to latency and bandwidth limitations. Edge computing…
Overcoming Catastrophic Forgetting in Tabular Data Classification: A Pseudorehearsal-based approach
Pablo García-Santaclara, Bruno Fernández-Castro, Rebeca P. Díaz-Redondo
Continual learning (CL) poses the important challenge of adapting to evolving data distributions without forgetting previously acquired knowledge while consolidating new knowledge.…