Pith Number

pith:2KXCNHHS

pith:2023:2KXCNHHSQJSKZU3KZCH33C54CQ

not attested not anchored not stored refs pending

Fast Diffusion Probabilistic Model Sampling through the lens of Backward Error Analysis

Le Kang, Pratik Chaudhari, Xin Zhou, Yansong Gao, Zhihong Pan

arxiv:2304.11446 v1 · 2023-04-22 · cs.CV · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2KXCNHHSQJSKZU3KZCH33C54CQ}

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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

Geometry-Aware Discretization Error of Diffusion Models

Receipt and verification

First computed	2026-07-05T06:03:32.839878Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2ae269cf28264acd36ac88fbd8bbc14312414bdc78e229c498b0782211102f4

Aliases

arxiv: 2304.11446 · arxiv_version: 2304.11446v1 · doi: 10.48550/arxiv.2304.11446 · pith_short_12: 2KXCNHHSQJSK · pith_short_16: 2KXCNHHSQJSKZU3K · pith_short_8: 2KXCNHHS

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/2KXCNHHSQJSKZU3KZCH33C54CQ \
  | 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: d2ae269cf28264acd36ac88fbd8bbc14312414bdc78e229c498b0782211102f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c666b4856407d8946c5011303008d4bbc4bfc5091d1d9c97f007ca03013f6870",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-04-22T16:58:47Z",
    "title_canon_sha256": "f34661ec0af1e5a54d7688bff7d7070ce20f1fa01259d11b12a7792e1bd9262d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.11446",
    "kind": "arxiv",
    "version": 1
  }
}