Pith Number

pith:P3NLHCPL

pith:2024:P3NLHCPLSMBGXDEXVJW5YPQR73

not attested not anchored not stored refs pending

Self-Play Fine-Tuning of Diffusion Models for Text-to-Image Generation

Huizhuo Yuan, Kaixuan Ji, Quanquan Gu, Zixiang Chen

arxiv:2402.10210 v1 · 2024-02-15 · cs.LG · cs.AI · cs.CL · cs.CV · stat.ML

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\usepackage{pith}
\pithnumber{P3NLHCPLSMBGXDEXVJW5YPQR73}

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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.

Cited by

3 papers in Pith

Unified Reward Model for Multimodal Understanding and Generation

Improving Video Generation with Human Feedback

Flow-GRPO: Training Flow Matching Models via Online RL

Receipt and verification

First computed	2026-07-05T07:45:42.698930Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7edab389eb93026b8c97aa6ddc3e11fedc5a156441e5fcc7fc29dfe54b7ceb26

Aliases

arxiv: 2402.10210 · arxiv_version: 2402.10210v1 · doi: 10.48550/arxiv.2402.10210 · pith_short_12: P3NLHCPLSMBG · pith_short_16: P3NLHCPLSMBGXDEX · pith_short_8: P3NLHCPL

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/P3NLHCPLSMBGXDEXVJW5YPQR73 \
  | 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: 7edab389eb93026b8c97aa6ddc3e11fedc5a156441e5fcc7fc29dfe54b7ceb26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e43703cab0667fc83aff2277cada747c8e5ab5e24900626fe5e3899ad686cf61",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-15T18:59:18Z",
    "title_canon_sha256": "29bca147e3148d6c64be03e493a220f0d5f7080757c1f704fce30d683708c436"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10210",
    "kind": "arxiv",
    "version": 1
  }
}