Pith Number

pith:P56ZS6NF

pith:2025:P56ZS6NFEH6FELLQWJU6DGTWPK

not attested not anchored not stored refs pending

Simulation-Based Inference: A Practical Guide

Benjamin Kurt Miller, Cornelius Schr\"oder, Guy Moss, Jakob H. Macke, Jan Boelts, Jan-Matthis Lueckmann, Janne K. Lappalainen, Julia Linhart, Manuel Gloeckler, Michael Deistler, Pedro J. Gon\c{c}alves, Pedro L. C. Rodrigues, Peter Steinbach, Thomas Moreau

arxiv:2508.12939 v1 · 2025-08-18 · stat.ML · 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{P56ZS6NFEH6FELLQWJU6DGTWPK}

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

20 papers in Pith

Learning with Simulators: No Regret in a Computationally Bounded World

Neural Posterior Estimation of Terrain Parameters from Radar Sounder Data

GenSBI: Generative Methods for Simulation-Based Inference in JAX

Learning the Universe: Posterior Reliability of Neural Generative Models in High-Dimensional Field-Level Inference of Cosmic Initial Conditions

OpenSeisML: Open Large-Scale Real Seismic and well-log Dataset for Generative AI

Receipt and verification

First computed	2026-07-05T11:55:29.612502Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f7d9979a521fc522d70b269e19a767ab8b68b9dcc0f79df7b435151fa6040cc

Aliases

arxiv: 2508.12939 · arxiv_version: 2508.12939v1 · doi: 10.48550/arxiv.2508.12939 · pith_short_12: P56ZS6NFEH6F · pith_short_16: P56ZS6NFEH6FELLQ · pith_short_8: P56ZS6NF

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/P56ZS6NFEH6FELLQWJU6DGTWPK \
  | 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: 7f7d9979a521fc522d70b269e19a767ab8b68b9dcc0f79df7b435151fa6040cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23d3816291acdc5aebb7faca03148f18ee10059d95b935f4cd5ccdbdd1d6e0f2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-08-18T14:09:33Z",
    "title_canon_sha256": "6d4778c6695195b9b0621c4ab6431a9396c3befa0616fd2ab30831c169cee971"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.12939",
    "kind": "arxiv",
    "version": 1
  }
}