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Pith Number

pith:ZO3RBTBD

pith:2024:ZO3RBTBDBZSUIBVHUE62XMJWP6
not attested not anchored not stored refs pending

From Noise to Nuance: Advances in Deep Generative Image Models

Benji Peng, Chia Xin Liang, Keyu Chen, Ming Liu, Pohsun Feng, Tianyang Wang, Xinyuan Song, Yichao Zhang, Ziqian Bi

arxiv:2412.09656 v1 · 2024-12-12 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{ZO3RBTBDBZSUIBVHUE62XMJWP6}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T09:48:39.712305Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cbb710cc230e654406a7a13dabb1367f979e17a15cdf051373db7997698f48c3

Aliases

arxiv: 2412.09656 · arxiv_version: 2412.09656v1 · doi: 10.48550/arxiv.2412.09656 · pith_short_12: ZO3RBTBDBZSU · pith_short_16: ZO3RBTBDBZSUIBVH · pith_short_8: ZO3RBTBD
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZO3RBTBDBZSUIBVHUE62XMJWP6 \
  | 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: cbb710cc230e654406a7a13dabb1367f979e17a15cdf051373db7997698f48c3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d7ce93d45dacdc624ca239b1dfa982192ae59f352a3353532f525d4dbc07b109",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-12T02:09:04Z",
    "title_canon_sha256": "b8c8eb1ef4e42f1cca0fd50d7007488789aaa2931ce302115b081b8c42dcd799"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09656",
    "kind": "arxiv",
    "version": 1
  }
}