Pith Number

pith:45WE4ILG

pith:2023:45WE4ILGINAGXQGP5RIUDI2OPN

not attested not anchored not stored refs pending

Creating Probabilistic Forecasts from Arbitrary Deterministic Forecasts using Conditional Invertible Neural Networks

Benedikt Heidrich, Kaleb Phipps, Marian Turowski, Moritz Wittig, Ralf Mikut, Veit Hagenmeyer

arxiv:2302.01800 v1 · 2023-02-03 · 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{45WE4ILGINAGXQGP5RIUDI2OPN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T05:38:36.821868Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e76c4e216643406bc0cfec5141a34e7b714cd5c5b12301c954ac652c90057df6

Aliases

arxiv: 2302.01800 · arxiv_version: 2302.01800v1 · doi: 10.48550/arxiv.2302.01800 · pith_short_12: 45WE4ILGINAG · pith_short_16: 45WE4ILGINAGXQGP · pith_short_8: 45WE4ILG

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/45WE4ILGINAGXQGP5RIUDI2OPN \
  | 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: e76c4e216643406bc0cfec5141a34e7b714cd5c5b12301c954ac652c90057df6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "333dd5fd25f8c8b4d423297e778dd46704cc992fe330999c99c44d0141dcecb7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-03T15:11:39Z",
    "title_canon_sha256": "8b0ce5b0deb16f59b84fa1b50df4240b3da85f79bd52396cc8796c7a3412c698"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01800",
    "kind": "arxiv",
    "version": 1
  }
}