Pith Number

pith:BW36CHRY

pith:2026:BW36CHRYYGEOVSYKZ3BYKDOTC5

not attested not anchored not stored refs pending

Causal Ensemble Agent: Hierarchical Causal Discovery with LLM-guided Expert Reweighting

Bo Han, Chuan Zhou, Erdun Gao, Haoxuan Li, Howard Bondell, Kun Zhang, Mingming Gong, Tongliang Liu, Xinyu Li, Yuanyuan Wang

arxiv:2606.10607 v1 · 2026-06-09 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BW36CHRYYGEOVSYKZ3BYKDOTC5}

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	2026-06-10T01:10:29.263883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0db7e11e38c188eacb0acec3850dd3174a2f1c37901f0d6458529a97fa3423bb

Aliases

arxiv: 2606.10607 · arxiv_version: 2606.10607v1 · doi: 10.48550/arxiv.2606.10607 · pith_short_12: BW36CHRYYGEO · pith_short_16: BW36CHRYYGEOVSYK · pith_short_8: BW36CHRY

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/BW36CHRYYGEOVSYKZ3BYKDOTC5 \
  | 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: 0db7e11e38c188eacb0acec3850dd3174a2f1c37901f0d6458529a97fa3423bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "943370279f72316c22092d27afb633b20ad302c580830e883c6ec968c5e6bd7b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-09T09:09:07Z",
    "title_canon_sha256": "64a36bf1a50c662f46a9e9c06c75d09693e6ea94237b5b7ecabfc769feca9096"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10607",
    "kind": "arxiv",
    "version": 1
  }
}