Pith Number

pith:BXMPMRKK

pith:2023:BXMPMRKK3LL4YCGWL4DLLMTSPO

not attested not anchored not stored refs pending

Consistency Models for Scalable and Fast Simulation-Based Inference

Marvin Schmitt, Paul-Christian B\"urkner, Stefan T Radev, Ullrich K\"othe, Valentin Pratz

arxiv:2312.05440 v3 · 2023-12-09 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BXMPMRKK3LL4YCGWL4DLLMTSPO}

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

1 paper in Pith

A Review of Diffusion-based Simulation-Based Inference: Foundations and Applications in Non-Ideal Data Scenarios

Receipt and verification

First computed	2026-07-05T09:30:05.745649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0dd8f6454adad7cc08d65f06b5b2727b9eca90e6092fdc762bae7e40b0460f64

Aliases

arxiv: 2312.05440 · arxiv_version: 2312.05440v3 · doi: 10.48550/arxiv.2312.05440 · pith_short_12: BXMPMRKK3LL4 · pith_short_16: BXMPMRKK3LL4YCGW · pith_short_8: BXMPMRKK

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/BXMPMRKK3LL4YCGWL4DLLMTSPO \
  | 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: 0dd8f6454adad7cc08d65f06b5b2727b9eca90e6092fdc762bae7e40b0460f64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f2440c3bbf0f16a5000530bf885465462c7afd5b44b732898d8692121092b96",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-09T02:14:12Z",
    "title_canon_sha256": "12087d72710505e4552cc7f05231ecc343d14690bbb0486b9d268e63a47978a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05440",
    "kind": "arxiv",
    "version": 3
  }
}