Pith Number

pith:GKMZM2S2

pith:2024:GKMZM2S2RTY664EBWQYPCZWD42

not attested not anchored not stored refs pending

$\chi$SPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains

Devendra Singh Dhami, Harsh Poonia, Kristian Kersting, Matej Ze\v{c}evi\'c, Moritz Willig, Zhongjie Yu

arxiv:2408.07545 v1 · 2024-08-14 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GKMZM2S2RTY664EBWQYPCZWD42}

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	2026-07-05T08:55:26.815232Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3299966a5a8cf1ef7081b430f166c3e69b12e7cd90fa384668b8cc1c61322ed9

Aliases

arxiv: 2408.07545 · arxiv_version: 2408.07545v1 · doi: 10.48550/arxiv.2408.07545 · pith_short_12: GKMZM2S2RTY6 · pith_short_16: GKMZM2S2RTY664EB · pith_short_8: GKMZM2S2

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/GKMZM2S2RTY664EBWQYPCZWD42 \
  | 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: 3299966a5a8cf1ef7081b430f166c3e69b12e7cd90fa384668b8cc1c61322ed9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c82eec5ad966e9c48a2678ddbe99305d00d066b839a5d2b862269d8cdb833006",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-14T13:31:32Z",
    "title_canon_sha256": "6f2560f64247b70e054cceb5b92bbb96ab863ba92d09c69c5bee89e671fc97a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.07545",
    "kind": "arxiv",
    "version": 1
  }
}