Pith Number

pith:2ZNJNWRN

pith:2022:2ZNJNWRNMWAMTMVTK5OZRYU2DT

not attested not anchored not stored refs pending

Federated Causal Discovery From Interventions

Amin Abyaneh, Arash Mehrjou, Bernhard Sch\"olkopf, Nino Scherrer, Patrick Schwab, Stefan Bauer

arxiv:2211.03846 v4 · 2022-11-07 · cs.LG · cs.MA · 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{2ZNJNWRNMWAMTMVTK5OZRYU2DT}

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	2026-07-05T07:43:51.117293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d65a96da2d6580c9b2b3575d98e29a1cf9df0d5944542dc594218a57df1c6c91

Aliases

arxiv: 2211.03846 · arxiv_version: 2211.03846v4 · doi: 10.48550/arxiv.2211.03846 · pith_short_12: 2ZNJNWRNMWAM · pith_short_16: 2ZNJNWRNMWAMTMVT · pith_short_8: 2ZNJNWRN

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/2ZNJNWRNMWAMTMVTK5OZRYU2DT \
  | 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: d65a96da2d6580c9b2b3575d98e29a1cf9df0d5944542dc594218a57df1c6c91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07a8971a85f6192f0765479ffc81a129fc8fab76e148274f5251438667b31867",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-07T20:25:48Z",
    "title_canon_sha256": "50200b53a5edc51ed56c4fa2a972837e00103a5b92cbfeb132f9d8463e1d15db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.03846",
    "kind": "arxiv",
    "version": 4
  }
}