{
  "id": "lib-process:robotics-simulation--imitation-learning",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "specializations/robotics-simulation/imitation-learning",
    "description": "Imitation Learning from Demonstrations - Train robot policy from human demonstrations using\nbehavior cloning or inverse RL including data collection, preprocessing, training, and deployment.",
    "libraryPath": "library/specializations/robotics-simulation/imitation-learning.js",
    "specialization": "robotics-simulation",
    "references": [
      "- DAgger: https://arxiv.org/abs/1011.0686",
      "- Deep Imitation Learning: https://sites.google.com/view/deep-imitation-learning",
      "- Berkeley RL: https://rll.berkeley.edu/"
    ],
    "example": "const result = await orchestrate('specializations/robotics-simulation/imitation-learning', {\n  projectName: 'manipulation_from_demos',\n  demonstrationSource: 'teleoperation',\n  learningMethod: 'behavior-cloning'\n});",
    "usesAgents": [
      "ros-expert",
      "ml-robotics-engineer",
      "simulation-test-engineer"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:robotics-simulation--imitation-learning",
      "to": "skill-area:motion-planning",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:robotics-simulation--imitation-learning",
      "to": "skill-area:sensor-fusion",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:robotics-simulation--imitation-learning",
      "to": "domain:robotics",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:robotics-simulation--imitation-learning",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:robotics-simulation--imitation-learning",
      "to": "workflow:simulation-validation-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:robotics-simulation--imitation-learning",
      "to": "specialization:robotics-simulation",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:robotics-simulation--imitation-learning",
      "to": "lib-agent:robotics-simulation--ros-expert",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}