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Pith Number

pith:ZRO7NHOS

pith:2024:ZRO7NHOSOFCPCAJZJYI7J776I2
not attested not anchored not stored refs pending

Parrot: Pareto-optimal Multi-Reward Reinforcement Learning Framework for Text-to-Image Generation

Fei Deng, Feng Yang, Gang Li, Glenn Entis, Han Zhang, Innfarn Yoo, Irfan Essa, Jiahui Yu, Junfeng He, Junjie Ke, Qifei Wang, Sangpil Kim, Seung Hyun Lee, Yinxiao Li

arxiv:2401.05675 v2 · 2024-01-11 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZRO7NHOSOFCPCAJZJYI7J776I2}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-05T08:43:52.605480Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cc5df69dd27144f101394e11f4fffe46b05b88ea07c3c63be0f580af860d7099

Aliases

arxiv: 2401.05675 · arxiv_version: 2401.05675v2 · doi: 10.48550/arxiv.2401.05675 · pith_short_12: ZRO7NHOSOFCP · pith_short_16: ZRO7NHOSOFCPCAJZ · pith_short_8: ZRO7NHOS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZRO7NHOSOFCPCAJZJYI7J776I2 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: cc5df69dd27144f101394e11f4fffe46b05b88ea07c3c63be0f580af860d7099
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "685318e73b8d7c573bcfb9a0907d2177b6a33d16e6484ae216e645a29aea93d7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-11T05:36:36Z",
    "title_canon_sha256": "faa99f27c1a3a44c090a475af5be5d2e720441eb46bf01b218ce85719f42e95b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.05675",
    "kind": "arxiv",
    "version": 2
  }
}