Pith Number

pith:ILPSXNFH

pith:2023:ILPSXNFHK472M2JUYXRKJZWSMP

not attested not anchored not stored refs pending

Hierarchical Neural Simulation-Based Inference Over Event Ensembles

Chris Pollard, Lukas Heinrich, Philipp Windischhofer, Siddharth Mishra-Sharma

arxiv:2306.12584 v2 · 2023-06-21 · stat.ML · astro-ph.IM · cs.LG · hep-ex

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ILPSXNFHK472M2JUYXRKJZWSMP}

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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

2 papers in Pith

It Just Takes Two: Scaling Amortized Inference to Large Sets

Tokenised Flow Matching for Hierarchical Simulation Based Inference

Receipt and verification

First computed	2026-07-05T07:47:43.542043Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42df2bb4a7573fa66934c5e2a4e6d263f7bdee56320d5b3e4acb54365791d21f

Aliases

arxiv: 2306.12584 · arxiv_version: 2306.12584v2 · doi: 10.48550/arxiv.2306.12584 · pith_short_12: ILPSXNFHK472 · pith_short_16: ILPSXNFHK472M2JU · pith_short_8: ILPSXNFH

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/ILPSXNFHK472M2JUYXRKJZWSMP \
  | 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: 42df2bb4a7573fa66934c5e2a4e6d263f7bdee56320d5b3e4acb54365791d21f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2cc201bfed77bf070fa30db15531838ca9b9c12bdafc2b5599dcf8ad80b4a5c",
    "cross_cats_sorted": [
      "astro-ph.IM",
      "cs.LG",
      "hep-ex"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-06-21T21:50:42Z",
    "title_canon_sha256": "810c1c0abf81d159f7d13c7edf3280a91bb4d220c12e1b42bdd40b3a13d422f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.12584",
    "kind": "arxiv",
    "version": 2
  }
}