Pith Number

pith:WNIGYTZR

pith:2024:WNIGYTZRI6DXAFPSUIWCL2OWAM

not attested not anchored not stored refs pending

AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language Models

Di Yao, Jingping Bi, Kaiyu Feng, Lanting Fang, Shuo Liu, Wenbin Li, XiaoWen Ji, Zhetao Li

arxiv:2405.07626 v2 · 2024-05-13 · cs.LG · 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{WNIGYTZRI6DXAFPSUIWCL2OWAM}

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

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

E2E-REME: Towards End-to-End Microservices Auto-Remediation via Experience-Simulation Reinforcement Fine-Tuning

Receipt and verification

First computed	2026-07-05T09:00:04.043380Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b3506c4f3147877015f2a22c25e9d6031184339b1de54431b0c1ccdecc3597f9

Aliases

arxiv: 2405.07626 · arxiv_version: 2405.07626v2 · doi: 10.48550/arxiv.2405.07626 · pith_short_12: WNIGYTZRI6DX · pith_short_16: WNIGYTZRI6DXAFPS · pith_short_8: WNIGYTZR

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/WNIGYTZRI6DXAFPSUIWCL2OWAM \
  | 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: b3506c4f3147877015f2a22c25e9d6031184339b1de54431b0c1ccdecc3597f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a35a663c8ffb6fe514e49c9bb9b8e83b51c5555a339b4b76eb1c8c2cff4c4b0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-13T10:37:50Z",
    "title_canon_sha256": "34a6e2fe7f9a257e86d6daee4bf1ac1c817df793bc7a171b8629b9e298dba785"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.07626",
    "kind": "arxiv",
    "version": 2
  }
}