Pith Number

pith:LFGLPCCH

pith:2025:LFGLPCCHFAKWN65D7MSK4I5FGD

not attested not anchored not stored refs pending

Can Large Language Models Help Experimental Design for Causal Discovery?

Bo Han, Chenxi Liu, Hui Xiong, Junyi Li, Kun Zhang, Qianyi Cai, Tongliang Liu, Yongqiang Chen

arxiv:2503.01139 v2 · 2025-03-03 · cs.AI · cs.LG · stat.ME

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\usepackage{pith}
\pithnumber{LFGLPCCHFAKWN65D7MSK4I5FGD}

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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

Why LLMs Fail at Causal Discovery and How Interventional Agents Escape

Receipt and verification

First computed	2026-07-05T10:23:30.804754Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

594cb78847281566fba3fb24ae23a530f6400155ca53c7395312d3818def07ec

Aliases

arxiv: 2503.01139 · arxiv_version: 2503.01139v2 · doi: 10.48550/arxiv.2503.01139 · pith_short_12: LFGLPCCHFAKW · pith_short_16: LFGLPCCHFAKWN65D · pith_short_8: LFGLPCCH

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/LFGLPCCHFAKWN65D7MSK4I5FGD \
  | 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: 594cb78847281566fba3fb24ae23a530f6400155ca53c7395312d3818def07ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b005fc3d1b7c9458ec616861da0f8a2353833ba8067bc7af5e3a23bdedf69fb2",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-03T03:43:05Z",
    "title_canon_sha256": "5b8244663f671859de73220f5beca9bd00a4917470dd970df468c6194683161f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01139",
    "kind": "arxiv",
    "version": 2
  }
}