Pith Number

pith:YG7BM6DL

pith:2025:YG7BM6DL6LS75IBUISP4P2UOIJ

not attested not anchored not stored refs pending

Automatic Failure Attribution and Critical Step Prediction Method for Multi-Agent Systems Based on Causal Inference

Guoqing Ma, Hanghui Guo, Jiawei Shen, Jia Zhu, Jingjiang Liu, Weijie Shi, YiDan Liang

arxiv:2509.08682 v1 · 2025-09-10 · 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{YG7BM6DL6LS75IBUISP4P2UOIJ}

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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

2 papers in Pith

StepFinder: A Temporal Semantic Framework for Failure Attribution in Multi-Agent Systems

Agent System Operations: Categorization, Challenges, and Future Directions

Receipt and verification

First computed	2026-07-05T12:08:34.155804Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1be16786bf2e5fea034449fc7ea8e425bb3fc06529b10036a1288ab4a445ce0

Aliases

arxiv: 2509.08682 · arxiv_version: 2509.08682v1 · doi: 10.48550/arxiv.2509.08682 · pith_short_12: YG7BM6DL6LS7 · pith_short_16: YG7BM6DL6LS75IBU · pith_short_8: YG7BM6DL

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/YG7BM6DL6LS75IBUISP4P2UOIJ \
  | 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: c1be16786bf2e5fea034449fc7ea8e425bb3fc06529b10036a1288ab4a445ce0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2a1666c78def1ee986231a5b80c8b7aff2ec1d098ff3e862d814cbb97466280",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-09-10T15:22:00Z",
    "title_canon_sha256": "1ce6ff125eced69a7b204a48c940a60b70fd17433ab75026e9ed324d85c25676"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.08682",
    "kind": "arxiv",
    "version": 1
  }
}