datalicense

All datasets / MMJBDS

MMJBDS/ouroboros-papers

101 downloads in 30 days0 likesLast modified 22 Apr 2026View on Hugging Face
Permissive or share-alike

The declared licence (cc-by-4.0) is classified as permissive.

Declared licence
cc-by-4.0, from the tagEvidence: README.md at bb60581
Licence files
LICENSE, detected as cc-by-4.0Evidence: LICENSE at bb60581
Declared sources
None listed in the card metadata
Access gated on Hugging Face
No
Each cell links to what was checked: a file, a file list or a Hub record.

Tasks

Citation text from the card

@article{zhang2026reflexive,
  title={Reflexive Intelligence: Decision-Making in Observer-Participant Environments},
  author={Zhang, Mian},
  year={2026},
  doi={10.5281/zenodo.19557261}
}

@article{zhang2026observerdepth,
  title={Observer Depth: Quantifying Reflexive Intelligence in LLMs via Phase Transition Analysis},
  author={Zhang, Mian},
  year={2026},
  doi={10.5281/zenodo.19627242}
}

@article{zhang2026rewardscollide,
  title={When Rewards Collide: Structural Interference and Phase Transitions in Multi-Objective GRPO},
  author={Zhang, Mian},
  year={2026},
  doi={10.5281/zenodo.19665969}
}

@article{zhang2026ouroborosv22,
  title={Ouroboros V22: Bayesian Scenario Simulation and Recurrent Depth Cognition},
  author={Zhang, Mian},
  year={2026},
  doi={10.5281/zenodo.19666786}
}

@article{zhang2026lifecycle,
  title={The Cognitive Lifecycle: How AI Systems Learn to Remember, Forget, and Evolve},
  author={Zhang, Mian},
  year={2026},
  doi={10.5281/zenodo.19666806}
}

@article{zhang2026topology,
  title={Cognitive Reward Topology: A Nine-Tier Architecture for Multi-Reward GRPO},
  author={Zhang, Mian},
  year={2026},
  doi={10.5281/zenodo.19666829}
}

The same facts for your agent

A free MCP server at mcp.datalicense.uk/mcp. Connect it from an MCP client such as Claude or Cursor.

dataset_licence({ "id": "MMJBDS/ouroboros-papers" })
signal: "permissive"
stated_licence: "cc-by-4.0"
sources: 0