Pith Number

pith:2MFDCIUH

pith:2024:2MFDCIUHRHXT6KTZV3TIYHVGVC

not attested not anchored not stored refs pending

Exploring LLM-based Agents for Root Cause Analysis

Chetan Bansal, Devjeet Roy, Pedro Las-Casas, Rashi Bhave, Rodrigo Fonseca, Saravan Rajmohan, Xuchao Zhang

arxiv:2403.04123 v1 · 2024-03-07 · cs.SE · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2MFDCIUHRHXT6KTZV3TIYHVGVC}

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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

3 papers in Pith

Towards In-Depth Root Cause Localization for Microservices with Multi-Agent Recursion-of-Thought

GSAR: Typed Grounding for Hallucination Detection and Recovery in Multi-Agent LLMs

EventADL: Open-Box Anomaly Detection and Localization Framework for Events in Cloud-Based Service Systems

Receipt and verification

First computed	2026-07-05T07:53:18.550794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d30a31228789ef3f2a79aee68c1ea6a89cbb1ef72df75be01a58b6a76a1deae2

Aliases

arxiv: 2403.04123 · arxiv_version: 2403.04123v1 · doi: 10.48550/arxiv.2403.04123 · pith_short_12: 2MFDCIUHRHXT · pith_short_16: 2MFDCIUHRHXT6KTZ · pith_short_8: 2MFDCIUH

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/2MFDCIUHRHXT6KTZV3TIYHVGVC \
  | 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: d30a31228789ef3f2a79aee68c1ea6a89cbb1ef72df75be01a58b6a76a1deae2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4822ade8aa5ce35b59c522c83882117bba6a7ac84239f3c0238a08fd144ef663",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-03-07T00:44:01Z",
    "title_canon_sha256": "3b954e61161753a9ad5a56fd91fb2773344e447e034896ece1b01386370edb7c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.04123",
    "kind": "arxiv",
    "version": 1
  }
}