Pith Number

pith:F7YXHUFI

pith:2018:F7YXHUFIDZNBQBC5DMDHQSI3HF

not attested not anchored not stored refs pending

Likelihood-free inference with emulator networks

Giacomo Bassetto, Jakob H. Macke, Jan-Matthis Lueckmann, Theofanis Karaletsos

arxiv:1805.09294 v2 · 2018-05-23 · 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{F7YXHUFIDZNBQBC5DMDHQSI3HF}

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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

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

Receipt and verification

First computed	2026-05-17T23:45:53.107606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ff173d0a81e5a18045d1b0678491b395a62561a898265b7e0b2be108b2e6eb9

Aliases

arxiv: 1805.09294 · arxiv_version: 1805.09294v2 · doi: 10.48550/arxiv.1805.09294 · pith_short_12: F7YXHUFIDZNB · pith_short_16: F7YXHUFIDZNBQBC5 · pith_short_8: F7YXHUFI

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/F7YXHUFIDZNBQBC5DMDHQSI3HF \
  | 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: 2ff173d0a81e5a18045d1b0678491b395a62561a898265b7e0b2be108b2e6eb9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20adb3c73f56a0b7297422de7c8f4d6ecefa8f0101a64530b3b6c0113c5bf9d3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-05-23T17:27:23Z",
    "title_canon_sha256": "4d61b176cb42d9530b0bfe71dba9a9ba88a71a67fffeb46efb8f14c42ed3d041"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.09294",
    "kind": "arxiv",
    "version": 2
  }
}