Pith Number

pith:7GA6475C

pith:2022:7GA6475C2ZG57UAAUCNALIPGAR

not attested not anchored not stored refs pending

Convergence of denoising diffusion models under the manifold hypothesis

Valentin De Bortoli

arxiv:2208.05314 v2 · 2022-08-10 · stat.ML · cs.LG · math.PR

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\usepackage{pith}
\pithnumber{7GA6475C2ZG57UAAUCNALIPGAR}

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

16 papers in Pith

An exact information theory of generalization phase transitions in Bayesian diffusion models

Statistical Properties of Training & Generalization

Structured drift design for denoising diffusion models

Diffusion-based Denoising Beats Vanilla Score Matching in Parameter Estimation: A Theoretical Explanation

Receipt and verification

First computed	2026-07-05T06:14:36.093136Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f981ee7fa2d64ddfd000a09a05a1e6046f9c6ef4f2d21459f58a6d0dac997be9

Aliases

arxiv: 2208.05314 · arxiv_version: 2208.05314v2 · doi: 10.48550/arxiv.2208.05314 · pith_short_12: 7GA6475C2ZG5 · pith_short_16: 7GA6475C2ZG57UAA · pith_short_8: 7GA6475C

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/7GA6475C2ZG57UAAUCNALIPGAR \
  | 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: f981ee7fa2d64ddfd000a09a05a1e6046f9c6ef4f2d21459f58a6d0dac997be9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b14fb60a14b3084fcbe829e5e5030d78091b7bbece19135464de5c3b39cd0558",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-08-10T12:50:47Z",
    "title_canon_sha256": "d683f481d93d2a2bb194dff34834b0bba4fd9bd53d5eda99ac14890a86921490"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.05314",
    "kind": "arxiv",
    "version": 2
  }
}