Pith Number

pith:K7RECE7T

pith:2025:K7RECE7TNUJ56RC2Z4TWAZQLG2

not attested not anchored not stored refs pending

Diffusion Models in Simulation-Based Inference: A Tutorial Review

Jan Hasenauer, Jonas Arruda, Niels Bracher, Stefan T. Radev, Ullrich K\"othe

arxiv:2512.20685 v3 · 2025-12-22 · stat.ML · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K7RECE7TNUJ56RC2Z4TWAZQLG2}

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

3 papers in Pith

GenSBI: Generative Methods for Simulation-Based Inference in JAX

Rapid and robust simulation-based inference for kilonovae

Overcoming Selection Bias in Statistical Studies With Amortized Bayesian Inference

Receipt and verification

First computed	2026-07-09T01:19:50.081933Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57e24113f36d13df445acf2760660b368dc70c4bd49e1c85b53abd4c93b011cd

Aliases

arxiv: 2512.20685 · arxiv_version: 2512.20685v3 · doi: 10.48550/arxiv.2512.20685 · pith_short_12: K7RECE7TNUJ5 · pith_short_16: K7RECE7TNUJ56RC2 · pith_short_8: K7RECE7T

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/K7RECE7TNUJ56RC2Z4TWAZQLG2 \
  | 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: 57e24113f36d13df445acf2760660b368dc70c4bd49e1c85b53abd4c93b011cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef738f77c10c7d531913f53b5eab719429aeb95aafbb33af92249f15a132d1d3",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-12-22T15:10:35Z",
    "title_canon_sha256": "31bda4a6fff995f082a168cab62bd627d0faab2116aaafd6b9a477be0090fa58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.20685",
    "kind": "arxiv",
    "version": 3
  }
}