Pith Number

pith:H4GAR2SU

pith:2024:H4GAR2SUOMM2RBOEQZASHJDK5H

not attested not anchored not stored refs pending

sbi reloaded: a toolkit for simulation-based inference workflows

Abolfazl Ziaeemehr, \'Alvaro Tejero-Cantero, Auguste Schulz, B\'alint Mucs\'anyi, Benjamin Kurt Miller, Conor Durkan, Cornelius Schr\"oder, David S. Greenberg, Fabio Muratore, Faried Abu Zaid, Felix Pei, Guy Moss, Jaivardhan Kapoor, Jakob H. Macke, Jan Boelts, Jan-Matthis Lueckmann, Janne K. Lappalainen, Jonas Beck, Julia Linhart, Julius Vetter, Manuel Gloeckler, Maternus Herold, Matthijs Pals, Michael Deistler, Nastya Krouglova, Pedro J. Gon\c{c}alves, Pedro Rodrigues, Peter Steinbach, Richard Gao, Sebastian Bischoff, Theo Gruner, Thomas Moreau, Zinovia Stefanidi

arxiv:2411.17337 v2 · 2024-11-26 · 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{H4GAR2SUOMM2RBOEQZASHJDK5H}

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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

Tokenised Flow Matching for Hierarchical Simulation Based Inference

Receipt and verification

First computed	2026-07-05T11:51:19.604510Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f0c08ea547319a885c4864123a46ae9f89b6ff6b3a61c28682c5667ab0d7500

Aliases

arxiv: 2411.17337 · arxiv_version: 2411.17337v2 · doi: 10.48550/arxiv.2411.17337 · pith_short_12: H4GAR2SUOMM2 · pith_short_16: H4GAR2SUOMM2RBOE · pith_short_8: H4GAR2SU

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/H4GAR2SUOMM2RBOEQZASHJDK5H \
  | 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: 3f0c08ea547319a885c4864123a46ae9f89b6ff6b3a61c28682c5667ab0d7500

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44ededfd36e6ec1614c9f8f240ec5f18299b258c5462aa32deb4ef159eb2f5bd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-26T11:31:47Z",
    "title_canon_sha256": "869c2017853493685b895f3190f49b0c529553ace4f204a5aa5a0bebd156a8b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17337",
    "kind": "arxiv",
    "version": 2
  }
}