Pith Number

pith:ERVMKK6V

pith:2024:ERVMKK6V43L5YBRZFWEUBQWSVI

not attested not anchored not stored refs pending

Large Language Models for Causal Discovery: Current Landscape and Future Directions

Guangya Wan, Mengxuan Hu, Sheng Li, Yunsheng Lu, Yuqi Wu

arxiv:2402.11068 v2 · 2024-02-16 · cs.CL · 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{ERVMKK6V43L5YBRZFWEUBQWSVI}

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.

Cited by

2 papers in Pith

KRCA: An Efficient Root Cause Analysis System in Hyper-scale Microservice Systems via Agentic AI

When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems

Receipt and verification

First computed	2026-07-05T10:14:38.512331Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

246ac52bd5e6d7dc06392d8940c2d2aa3f41713b97176f0161deaa9ea156a626

Aliases

arxiv: 2402.11068 · arxiv_version: 2402.11068v2 · doi: 10.48550/arxiv.2402.11068 · pith_short_12: ERVMKK6V43L5 · pith_short_16: ERVMKK6V43L5YBRZ · pith_short_8: ERVMKK6V

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/ERVMKK6V43L5YBRZFWEUBQWSVI \
  | 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: 246ac52bd5e6d7dc06392d8940c2d2aa3f41713b97176f0161deaa9ea156a626

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1492a554627afe57e2911a6fc81e85339ce82104ab37911fdc3870916c0458b4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-16T20:48:53Z",
    "title_canon_sha256": "d1550364e06c545050baef4fd7f5805fccd34b5e7e38d543ad8ba5b855b77d6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11068",
    "kind": "arxiv",
    "version": 2
  }
}