Research1d ago
RAMP Enables Online Learning of Numeric Action Models
The RAMP strategy integrates deep reinforcement learning with automated planning to learn numeric action models through direct environment interaction. It replaces the need for expert traces by training a policy and a model simultaneously. This feedback loop allows agents to plan future actions using refined models, reducing the manual effort required for domain specification.