Pith Number

pith:QOBTN2A4

pith:2026:QOBTN2A424DODVUDNFNZXRUNZB

not attested not anchored not stored refs pending

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models

David Antony Selby, Eyke H\"ullermeier, Kanta Yamaoka, Sebastian Josef Vollmer, Stefan Konigorski, Sumantrak Mukherjee, Thomas G\"artner, Viktor Bengs

arxiv:2602.10282 v2 · 2026-02-10 · 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{QOBTN2A424DODVUDNFNZXRUNZB}

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	2026-07-29T01:25:34.709468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

838336e81cd706e1d683695b9bc68dc847419ff8d40390afdf14f6860612526d

Aliases

arxiv: 2602.10282 · arxiv_version: 2602.10282v2 · doi: 10.48550/arxiv.2602.10282 · pith_short_12: QOBTN2A424DO · pith_short_16: QOBTN2A424DODVUD · pith_short_8: QOBTN2A4

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/QOBTN2A424DODVUDNFNZXRUNZB \
  | 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: 838336e81cd706e1d683695b9bc68dc847419ff8d40390afdf14f6860612526d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53fe2770b189b4285999cf24d50abdb63095cb04b1b2a570c46d72f4bdf2b899",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-10T20:49:01Z",
    "title_canon_sha256": "62670f9801667ff2521a3fca1aab8fefff0cafd521bf59106f37b3014f35ef9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.10282",
    "kind": "arxiv",
    "version": 2
  }
}