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Pith Number

pith:WK42L2EZ

pith:2022:WK42L2EZKBOJRRC7TF4LQ7M6ZH
not attested not anchored not stored refs pending

Understanding Diffusion Models: A Unified Perspective

Calvin Luo

arxiv:2208.11970 v1 · 2022-08-25 · cs.LG · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{WK42L2EZKBOJRRC7TF4LQ7M6ZH}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

29 papers in Pith

Bayesian Experimental Design via Score Matching
Latent Block-Diffusion Temporal Point Processes: A Semi-Autoregressive Framework for Asynchronous Event Sequence Generation
On the Redundancy of Timestep Embeddings in Diffusion Models
Self-Regulating Annealing in Heavy-Tailed Diffusion Models
AI-Generated Image Recognition via Fusion of CNNs and Vision Transformers
Receipt and verification
First computed 2026-07-05T04:51:28.185805Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b2b9a5e899505c98c45f9978b87d9ec9c810a46d98bbf2690e91106a8b1ef861

Aliases

arxiv: 2208.11970 · arxiv_version: 2208.11970v1 · doi: 10.48550/arxiv.2208.11970 · pith_short_12: WK42L2EZKBOJ · pith_short_16: WK42L2EZKBOJRRC7 · pith_short_8: WK42L2EZ
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/WK42L2EZKBOJRRC7TF4LQ7M6ZH \
  | 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: b2b9a5e899505c98c45f9978b87d9ec9c810a46d98bbf2690e91106a8b1ef861
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "a20f9e70968997bff887ea40bd1b367aed486697a2cec913fdacf13981c269da",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-25T09:55:25Z",
    "title_canon_sha256": "37f33795818c2218fa3a916f31c7273d7bab0ced8d9de544634e526146581f58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.11970",
    "kind": "arxiv",
    "version": 1
  }
}