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Pith Number

pith:KJFWKL65

pith:2024:KJFWKL65ZVQ3AG6BCZY45573EL
not attested not anchored not stored refs pending

An Overview of Diffusion Models: Applications, Guided Generation, Statistical Rates and Optimization

Jianqing Fan, Mengdi Wang, Minshuo Chen, Song Mei

arxiv:2404.07771 v1 · 2024-04-11 · cs.LG · math.ST · stat.ML · stat.TH

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Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{KJFWKL65ZVQ3AG6BCZY45573EL}

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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

16 papers in Pith

Nonlocal Onsager Operators and Entropy Dissipation for Finite-State Schr\"odinger Bridges
D$^3$-Subsidy: Online and Sequential Driver Subsidy Decision-Making for Large-Scale Ride-Hailing Market
On the Robustness of Distribution Support under Diffusion Guidance
Characterizing higher-order representations through generative diffusion models explains human decoded neurofeedback performance
D$^3$-Subsidy: Online and Sequential Driver Subsidy Decision-Making for Large-Scale Ride-Hailing Market
Receipt and verification
First computed 2026-07-05T08:06:57.524910Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

524b652fddcd61b01bc11671cef7fb22fd2cc4c4db662465cfc82590eb420850

Aliases

arxiv: 2404.07771 · arxiv_version: 2404.07771v1 · doi: 10.48550/arxiv.2404.07771 · pith_short_12: KJFWKL65ZVQ3 · pith_short_16: KJFWKL65ZVQ3AG6B · pith_short_8: KJFWKL65
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/KJFWKL65ZVQ3AG6BCZY45573EL \
  | 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: 524b652fddcd61b01bc11671cef7fb22fd2cc4c4db662465cfc82590eb420850
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "ce8da654b2903e91a4706cc08e0fed4b4f0fae282cb23a12f37040b541b9197c",
    "cross_cats_sorted": [
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-11T14:07:25Z",
    "title_canon_sha256": "d87f0cb70774a0d090eadf9cfaa7785297aa11479223dee70e1a32d86ea0e6f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07771",
    "kind": "arxiv",
    "version": 1
  }
}