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Pith Number

pith:AT3EXBKL

pith:2024:AT3EXBKLDOY6LIGAHEDDSF46N5
not attested not anchored not stored refs pending

All-in-one simulation-based inference

Christian Weilbach, Frank Wood, Jakob H. Macke, Manuel Gloeckler, Michael Deistler

arxiv:2404.09636 v3 · 2024-04-15 · 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{AT3EXBKLDOY6LIGAHEDDSF46N5}

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

5 papers in Pith

Joint inference of weak lensing convergence map and cosmology with diffusion models
GenSBI: Generative Methods for Simulation-Based Inference in JAX
A Review of Diffusion-based Simulation-Based Inference: Foundations and Applications in Non-Ideal Data Scenarios
End-to-End Population Inference from Gravitational-Wave Strain using Transformers
Tokenised Flow Matching for Hierarchical Simulation Based Inference
Receipt and verification
First computed 2026-07-05T08:43:55.132459Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

04f64b854b1bb1e5a0c0390639179e6f78743ce21d1a09857c28c5d487114b7b

Aliases

arxiv: 2404.09636 · arxiv_version: 2404.09636v3 · doi: 10.48550/arxiv.2404.09636 · pith_short_12: AT3EXBKLDOY6 · pith_short_16: AT3EXBKLDOY6LIGA · pith_short_8: AT3EXBKL
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/AT3EXBKLDOY6LIGAHEDDSF46N5 \
  | 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: 04f64b854b1bb1e5a0c0390639179e6f78743ce21d1a09857c28c5d487114b7b
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "b138b65fe784aff1b340c2c4d8c9959db4aa7a91cec03c00a861144263eec034",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-15T10:12:33Z",
    "title_canon_sha256": "4e5c2d5e0417b2bb00bb5bd8bd632f2b8786c2486ae929e827b41ab92e84a5a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.09636",
    "kind": "arxiv",
    "version": 3
  }
}