Pith Number

pith:UWIJ3TOO

pith:2025:UWIJ3TOO57JIAIP7SCJA3ZED6Z

not attested not anchored not stored refs pending

Dimension-Free Convergence of Diffusion Models for Approximate Gaussian Mixtures

Changxiao Cai, Gen Li, Yuting Wei

arxiv:2504.05300 v1 · 2025-04-07 · cs.LG · cs.NA · math.NA · math.ST · stat.ML · stat.TH

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UWIJ3TOO57JIAIP7SCJA3ZED6Z}

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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

Diffusion Models Adapt to Low-Dimensional Structure Under Flexible Coefficient Choices

Why DDIM Hallucinates More Than DDPM: A Theoretical Analysis of Reverse Dynamics

When Diffusion Model Can Ignore Dimension: An Entropy-Based Theory

Receipt and verification

First computed	2026-07-05T10:45:37.200397Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5909dcdceefd28021ff90920de483f67ee2019d2e7c283de6bec76a29561b2c

Aliases

arxiv: 2504.05300 · arxiv_version: 2504.05300v1 · doi: 10.48550/arxiv.2504.05300 · pith_short_12: UWIJ3TOO57JI · pith_short_16: UWIJ3TOO57JIAIP7 · pith_short_8: UWIJ3TOO

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/UWIJ3TOO57JIAIP7SCJA3ZED6Z \
  | 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: a5909dcdceefd28021ff90920de483f67ee2019d2e7c283de6bec76a29561b2c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a0deef9d7e43a4a1c458988cb1d46b3a66ef9d21bd921329c60d535d25cf297",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-07T17:59:07Z",
    "title_canon_sha256": "8f1a9c5a15b377f9069d004b350b86c83fba81fe8e99caeee5b84a3a4b80df97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.05300",
    "kind": "arxiv",
    "version": 1
  }
}