Pith Number

pith:KWVZR44L

pith:2021:KWVZR44LNT56FNIWZEE2FLRTSG

not attested not anchored not stored refs pending

Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models

Athresh Karanam, Devendra Singh Dhami, Kristian Kersting, Matej Ze\v{c}evi\'c, Sriraam Natarajan

arxiv:2102.10440 v5 · 2021-02-20 · 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{KWVZR44LNT56FNIWZEE2FLRTSG}

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	2026-07-05T03:25:12.399023Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

55ab98f38b6cfbe2b516c909a2ae3391800636017c969a078cd2e599c3d8e1d6

Aliases

arxiv: 2102.10440 · arxiv_version: 2102.10440v5 · doi: 10.48550/arxiv.2102.10440 · pith_short_12: KWVZR44LNT56 · pith_short_16: KWVZR44LNT56FNIW · pith_short_8: KWVZR44L

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/KWVZR44LNT56FNIWZEE2FLRTSG \
  | 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: 55ab98f38b6cfbe2b516c909a2ae3391800636017c969a078cd2e599c3d8e1d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b011effdabfbb053f90281f542114f483ac0a90a2f86a9e3343efb26da39a54",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-20T20:48:47Z",
    "title_canon_sha256": "bddde843b547f8567054d2272451602380c9eacc81c751298882a585f79ec419"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.10440",
    "kind": "arxiv",
    "version": 5
  }
}