Pith Number

pith:XH2ZPKFT

pith:2024:XH2ZPKFTGVNHDOAS75WLTV57DT

not attested not anchored not stored refs pending

A Multi-Agent Approach to Fault Localization via Graph-Based Retrieval and Reflexion

Dong Jae Kim, Md Nakhla Rafi, Shaowei Wang, Tse-Hsun Chen

arxiv:2409.13642 v2 · 2024-09-20 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XH2ZPKFTGVNHDOAS75WLTV57DT}

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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

5 papers in Pith

Hierarchical Fault Detection and Diagnosis for Transformer Architectures

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

Towards Explorative IRBL: Combining Semantic Retrieval with LLM-driven Iterative Code Exploration

SieveFL: Hierarchical Runtime-Aware Pruning for Scalable LLM-Based Fault Localization

Hierarchical Fault Detection and Diagnosis for Transformer Architectures

Receipt and verification

First computed	2026-07-05T10:34:10.168355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9f597a8b3355a71b812ff6cb9d7bf1cd1e3dbf4388bf4861e76d1a8fb99f2f0

Aliases

arxiv: 2409.13642 · arxiv_version: 2409.13642v2 · doi: 10.48550/arxiv.2409.13642 · pith_short_12: XH2ZPKFTGVNH · pith_short_16: XH2ZPKFTGVNHDOAS · pith_short_8: XH2ZPKFT

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/XH2ZPKFTGVNHDOAS75WLTV57DT \
  | 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: b9f597a8b3355a71b812ff6cb9d7bf1cd1e3dbf4388bf4861e76d1a8fb99f2f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e917657eca3cf0929dfc0fc8b1ad6febe73256d84692d2a56b3441410e522a4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-09-20T16:47:34Z",
    "title_canon_sha256": "f60b4e11f1ea7ef7f7d029e9211d60150d176334ba19f2744dd22430d88a0911"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.13642",
    "kind": "arxiv",
    "version": 2
  }
}