Pith Number

pith:KS2PA7X7

pith:2024:KS2PA7X7CIKYFR7P6GOKGI65EE

not attested not anchored not stored refs pending

Linear Convergence of Diffusion Models Under the Manifold Hypothesis

George Deligiannidis, Iskander Azangulov, Peter Potaptchik

arxiv:2410.09046 v2 · 2024-10-11 · stat.ML · cs.LG · math.ST · stat.TH

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\usepackage{pith}
\pithnumber{KS2PA7X7CIKYFR7P6GOKGI65EE}

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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

2 papers in Pith

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

Provably Learning Diffusion Models under the Manifold Hypothesis: Collapse and Refine

Receipt and verification

First computed	2026-07-05T10:53:12.425700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54b4f07eff121582c7eff19ca323dd2109f5b2de69d66c0f51861fa86ffa7c3e

Aliases

arxiv: 2410.09046 · arxiv_version: 2410.09046v2 · doi: 10.48550/arxiv.2410.09046 · pith_short_12: KS2PA7X7CIKY · pith_short_16: KS2PA7X7CIKYFR7P · pith_short_8: KS2PA7X7

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/KS2PA7X7CIKYFR7P6GOKGI65EE \
  | 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: 54b4f07eff121582c7eff19ca323dd2109f5b2de69d66c0f51861fa86ffa7c3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3df251aa25b9939d1aed205f3abe8c777dc9fa340e6af363f01fdabec493545e",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-11T17:58:30Z",
    "title_canon_sha256": "473bb9ba44c1b247874417d1099477242517a195bd88e686d115fbb7327e91a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09046",
    "kind": "arxiv",
    "version": 2
  }
}