Pith. sign in
Pith Number

pith:F4DR4LZY

pith:2025:F4DR4LZY7URZPC5PYJ2TGMEQPH
not attested not anchored not stored refs pending

Communicating Likelihoods with Normalising Flows

Anja Beck, Danny van Dyk, Jack Y. Araz, M\'eril Reboud, Michael Spannowsky

arxiv:2502.09494 v1 · 2025-02-13 · hep-ph · cs.LG · hep-ex · physics.data-an

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{F4DR4LZY7URZPC5PYJ2TGMEQPH}

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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

Receipt and verification
First computed 2026-07-05T10:13:58.572904Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2f071e2f38fd23978bafc27533309079d1a9ee86047ff7d722e6f22faaabc9a9

Aliases

arxiv: 2502.09494 · arxiv_version: 2502.09494v1 · doi: 10.48550/arxiv.2502.09494 · pith_short_12: F4DR4LZY7URZ · pith_short_16: F4DR4LZY7URZPC5P · pith_short_8: F4DR4LZY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/F4DR4LZY7URZPC5PYJ2TGMEQPH \
  | 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: 2f071e2f38fd23978bafc27533309079d1a9ee86047ff7d722e6f22faaabc9a9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "850deb8353dee694a8747a915ac83a05853fececbf2268fadcb5e38ba3ff2269",
    "cross_cats_sorted": [
      "cs.LG",
      "hep-ex",
      "physics.data-an"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "hep-ph",
    "submitted_at": "2025-02-13T17:00:11Z",
    "title_canon_sha256": "644404e07891731d616eabd1c749d9218305e43501d1f78fa6db28cd61462085"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09494",
    "kind": "arxiv",
    "version": 1
  }
}