Pith Number

pith:U7IRHESR

pith:2024:U7IRHESR4ZRZBCV4Q6EMMCG3AP

not attested not anchored not stored refs pending

The Superposition of Diffusion Models Using the It\^o Density Estimator

Alexander Tong, Avishek Joey Bose, Kirill Neklyudov, Lazar Atanackovic, Marta Skreta

arxiv:2412.17762 v2 · 2024-12-23 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U7IRHESR4ZRZBCV4Q6EMMCG3AP}

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

2 papers in Pith

Sample-efficient evidence estimation of score based priors for model selection

Optimizing Diffusion Priors in Image Reconstruction from a Single Observation

Receipt and verification

First computed	2026-07-05T10:22:11.350817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7d1139251e663908abc8788c608db03cf87b6d161ef4da26524a698bb2991dc

Aliases

arxiv: 2412.17762 · arxiv_version: 2412.17762v2 · doi: 10.48550/arxiv.2412.17762 · pith_short_12: U7IRHESR4ZRZ · pith_short_16: U7IRHESR4ZRZBCV4 · pith_short_8: U7IRHESR

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/U7IRHESR4ZRZBCV4Q6EMMCG3AP \
  | 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: a7d1139251e663908abc8788c608db03cf87b6d161ef4da26524a698bb2991dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e0988676e764e9078be51217fd8fd745b32dee3cc88d409bb0fc2b2c1904a4a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-23T18:18:07Z",
    "title_canon_sha256": "d295cdcea4089c068868b58d76ab503b9f467727fb9e0c671eba3d1b22685337"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17762",
    "kind": "arxiv",
    "version": 2
  }
}