Pith Number

pith:PMOQ4BVK

pith:2023:PMOQ4BVK5L5SNPV3XHHZBTFZPW

not attested not anchored not stored refs pending

Statistical Foundations of Prior-Data Fitted Networks

Thomas Nagler

arxiv:2305.11097 v1 · 2023-05-18 · 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{PMOQ4BVK5L5SNPV3XHHZBTFZPW}

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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

Amortizing Causal Sensitivity Analysis via Prior Data-Fitted Networks

Receipt and verification

First computed	2026-07-05T06:11:30.366945Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b1d0e06aaeafb26bebbb9cf90ccb97d8d0e167d4768aa24f7844464dfc9f037

Aliases

arxiv: 2305.11097 · arxiv_version: 2305.11097v1 · doi: 10.48550/arxiv.2305.11097 · pith_short_12: PMOQ4BVK5L5S · pith_short_16: PMOQ4BVK5L5SNPV3 · pith_short_8: PMOQ4BVK

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/PMOQ4BVK5L5SNPV3XHHZBTFZPW \
  | 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: 7b1d0e06aaeafb26bebbb9cf90ccb97d8d0e167d4768aa24f7844464dfc9f037

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75dc4a8ef60e74e5c51a6b23163f6a3c5843f13599db6b3797c1c06a1126c7b9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-05-18T16:34:21Z",
    "title_canon_sha256": "16619f9e4368cb61eefa2157b2f5307fc1f3e88a62d96abc89d52dc80adc0eae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.11097",
    "kind": "arxiv",
    "version": 1
  }
}