Abstract: Parameter regularization or allocation methods are effective in overcoming catastrophic forgetting in lifelong learning. However, they solve all tasks in a sequence uniformly and ignore the ...
Occupancy mapping is essential for robotic systems operating in unknown or dynamic environments with limited computational resources. However, many existing frameworks rely on a fixed design choice ...