Pith Number

pith:AARIOWVK

pith:2025:AARIOWVKUIN5WIACTODRLVIF3R

not attested not anchored not stored refs pending

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Beibin Li, Chi Wang, Huazheng Wang, Jiale Liu, Jieyu Zhang, Jingyang Zhang, Ming Yin, Qingyun Wu, Shaokun Zhang, Yiran Chen, Zhiguang Han

arxiv:2505.00212 v3 · 2025-04-30 · cs.MA · 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{AARIOWVKUIN5WIACTODRLVIF3R}

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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

27 papers in Pith

AgentTether: Graph-Guided Diagnosis and Runtime Intervention for Reliable LLM Agent Operation

MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems?

GRADE: Graph Representation of LLM Agent Dependency and Execution

Causal Agent Replay: Counterfactual Attribution for LLM-Agent Failures

Strained Coherence: A Pre-Failure Signal in Coding Agent Execution Trajectories

Receipt and verification

First computed	2026-07-05T11:14:06.746627Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0022875aaaa21bdb20029b8715d505dc79fd0a65f2a5aded6504a84927bbe54a

Aliases

arxiv: 2505.00212 · arxiv_version: 2505.00212v3 · doi: 10.48550/arxiv.2505.00212 · pith_short_12: AARIOWVKUIN5 · pith_short_16: AARIOWVKUIN5WIAC · pith_short_8: AARIOWVK

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/AARIOWVKUIN5WIACTODRLVIF3R \
  | 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: 0022875aaaa21bdb20029b8715d505dc79fd0a65f2a5aded6504a84927bbe54a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3275b958f6d3fcbed39a8e96109e66c7bd817209e0db327412a798cace5d3780",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-04-30T23:09:44Z",
    "title_canon_sha256": "9d058cf8df08564a8ed9fb7c0d0f59b9d4bb9f666b3313418d297821745555c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.00212",
    "kind": "arxiv",
    "version": 3
  }
}