Pith Number

pith:MC732QXB

pith:2021:MC732QXBWHFSVBNDKLKZXX53OF

not attested not anchored not stored refs pending

Noise Estimation for Generative Diffusion Models

Eliya Nachmani, Lior Wolf, Robin San-Roman

arxiv:2104.02600 v2 · 2021-04-06 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{MC732QXBWHFSVBNDKLKZXX53OF}

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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

6 papers in Pith

Improved DDIM Sampling with Moment Matching Gaussian Mixtures

DepthMaster: Taming Diffusion Models for Monocular Depth Estimation

Lipschitz-Guided Design of Interpolation Schedules in Generative Models

DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models

High-Resolution Image Synthesis with Latent Diffusion Models

Receipt and verification

First computed	2026-07-05T03:13:26.668238Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60bfbd42e1b1cb2a85a352d59bdfbb716c7798ee80afd6217dd6d69ecf294afe

Aliases

arxiv: 2104.02600 · arxiv_version: 2104.02600v2 · doi: 10.48550/arxiv.2104.02600 · pith_short_12: MC732QXBWHFS · pith_short_16: MC732QXBWHFSVBND · pith_short_8: MC732QXB

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/MC732QXBWHFSVBNDKLKZXX53OF \
  | 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: 60bfbd42e1b1cb2a85a352d59bdfbb716c7798ee80afd6217dd6d69ecf294afe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b122785ea5db31fb8128adeb49809fcf93de4d1321d92960648bb00e69b05f2d",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-06T15:46:16Z",
    "title_canon_sha256": "fa046cc48c51912616109ed11f7361266d45deac3c1e6850548e3dd93ba45b52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.02600",
    "kind": "arxiv",
    "version": 2
  }
}