Pith Number

pith:ZWZFKIPZ

pith:2023:ZWZFKIPZLOEGKCAKXGQW7HFWJ4

not attested not anchored not stored refs pending

Order-based Structure Learning with Normalizing Flows

Hamidreza Kamkari, Rahul G. Krishnan, Vahid Balazadeh, Vahid Zehtab

arxiv:2308.07480 v2 · 2023-08-14 · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZWZFKIPZLOEGKCAKXGQW7HFWJ4}

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.

Cited by

1 paper in Pith

Intervention-Based Time Series Causal Discovery via Simulator-Generated Interventional Distributions

Receipt and verification

First computed	2026-07-05T07:46:21.927839Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cdb25521f95b8865080ab9a16f9cb64f3baac95bb4164140c47a5ae48bf3127e

Aliases

arxiv: 2308.07480 · arxiv_version: 2308.07480v2 · doi: 10.48550/arxiv.2308.07480 · pith_short_12: ZWZFKIPZLOEG · pith_short_16: ZWZFKIPZLOEGKCAK · pith_short_8: ZWZFKIPZ

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/ZWZFKIPZLOEGKCAKXGQW7HFWJ4 \
  | 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: cdb25521f95b8865080ab9a16f9cb64f3baac95bb4164140c47a5ae48bf3127e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "280f90dc713d2bae0bcdc22b1097d7156bc5878549b1f948aa0832a521245c19",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-14T22:17:33Z",
    "title_canon_sha256": "fda157a1f0886c9ed0a70bb68d0bfeca001d0d725e1639c7d5c6fd06414f36f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07480",
    "kind": "arxiv",
    "version": 2
  }
}