Pith Number

pith:A5SV22LA

pith:2024:A5SV22LAZSDLESRXF3JIG4RAW2

not attested not anchored not stored refs pending

Multi-Agent Collaboration in Incident Response with Large Language Models

Zefang Liu

arxiv:2412.00652 v2 · 2024-12-01 · cs.CL · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A5SV22LAZSDLESRXF3JIG4RAW2}

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.

Receipt and verification

First computed	2026-07-05T09:54:29.982588Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07655d6960cc86b24a372ed2837220b6b40e5d23f53ad2baaa940e9baa9792eb

Aliases

arxiv: 2412.00652 · arxiv_version: 2412.00652v2 · doi: 10.48550/arxiv.2412.00652 · pith_short_12: A5SV22LAZSDL · pith_short_16: A5SV22LAZSDLESRX · pith_short_8: A5SV22LA

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/A5SV22LAZSDLESRXF3JIG4RAW2 \
  | 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: 07655d6960cc86b24a372ed2837220b6b40e5d23f53ad2baaa940e9baa9792eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbddcb768811d28d9578672f41479cd0bc0e1467ffd6eeb07082158779cf1f01",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-01T03:12:26Z",
    "title_canon_sha256": "8ad2449b98e7ccb0253f3557b43fe09dff6f7d6e0160309576b341c4cf9d3e07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00652",
    "kind": "arxiv",
    "version": 2
  }
}