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Pith Number

pith:PYT7RCDG

pith:2025:PYT7RCDGJLCASJJ2MUGMV3B5JP
not attested not anchored not stored refs pending

Generalization bounds for score-based generative models: a synthetic proof

Arthur St\'ephanovitch, Cl\'ement Levrard, Eddie Aamari

arxiv:2507.04794 v1 · 2025-07-07 · math.ST · stat.TH

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Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{PYT7RCDGJLCASJJ2MUGMV3B5JP}

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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

7 papers in Pith

Do Heavy Tails Help Diffusion? On the Subtle Trade-off Between Initialization and Training
Intrinsic Wasserstein Rates for Score-Based Generative Models on Smooth Manifolds
Do Heavy Tails Help Diffusion? On the Subtle Trade-off Between Initialization and Training
Statistical Analysis of Markovian Generative Modeling
Understanding diffusion models requires rethinking (again) generalization
Receipt and verification
First computed 2026-07-05T11:32:54.293520Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7e27f888664ac409253a650ccaec3d4bc0766521bf7357c64426b662599cf4f7

Aliases

arxiv: 2507.04794 · arxiv_version: 2507.04794v1 · doi: 10.48550/arxiv.2507.04794 · pith_short_12: PYT7RCDGJLCA · pith_short_16: PYT7RCDGJLCASJJ2 · pith_short_8: PYT7RCDG
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/PYT7RCDGJLCASJJ2MUGMV3B5JP \
  | 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: 7e27f888664ac409253a650ccaec3d4bc0766521bf7357c64426b662599cf4f7
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "6f73ebef98a6ddc5fa4560bcf0cf1a07944de31cdf48c2706f9ab73305eebc8e",
    "cross_cats_sorted": [
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2025-07-07T09:13:09Z",
    "title_canon_sha256": "3ad26fa14f7ae071cd610cebae2912ca31bd1cfa3003325672373a6e34dbb741"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04794",
    "kind": "arxiv",
    "version": 1
  }
}