Pith Number

pith:IKGPWQDH

pith:2023:IKGPWQDHSG43SKKMZMZSNPVLWD

not attested not anchored not stored refs pending

Uncertainty quantification and out-of-distribution detection using surjective normalizing flows

Fernando Perez-Cruz, Simon Dirmeier, Yanan Xin, Ye Hong

arxiv:2311.00377 v1 · 2023-11-01 · cs.LG · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IKGPWQDHSG43SKKMZMZSNPVLWD}

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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

Emulating compact binary population synthesis simulations with uncertainty quantification and model comparison using Bayesian normalizing flows

Receipt and verification

First computed	2026-07-05T07:07:56.613806Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

428cfb406791b9b9294ccb3326beabb0de1c8c438338e03a6e447ae1e37f2f52

Aliases

arxiv: 2311.00377 · arxiv_version: 2311.00377v1 · doi: 10.48550/arxiv.2311.00377 · pith_short_12: IKGPWQDHSG43 · pith_short_16: IKGPWQDHSG43SKKM · pith_short_8: IKGPWQDH

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/IKGPWQDHSG43SKKMZMZSNPVLWD \
  | 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: 428cfb406791b9b9294ccb3326beabb0de1c8c438338e03a6e447ae1e37f2f52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0f45ae4869de83a7cf60518f5559e8cf4ed87e44d3c400c2864c0467a445fa9",
    "cross_cats_sorted": [
      "stat.AP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-01T09:08:35Z",
    "title_canon_sha256": "123705fa84ddfabc33ac38790ae1a279720ae81a302b768ca796fc1b69c2e765"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.00377",
    "kind": "arxiv",
    "version": 1
  }
}