Pith. sign in
Pith Number

pith:5FDO2CMG

pith:2026:5FDO2CMG2TMSJ6DYDZPIZ6BD7S
not attested not anchored not stored refs pending

Stateful Cooperative Agents Safeguarding LLMs Against Evolving Multi-Turn Attacks

Haoyu Li, Jianhua Li, Jun Wu, Mohsen Guizani, Ning Liu, Siyuan Li, Xi Lin, Zehao Liu

arxiv:2608.00134 v1 · 2026-07-31 · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5FDO2CMG2TMSJ6DYDZPIZ6BD7S}

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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.
Receipt and verification
First computed 2026-08-04T00:33:02.227237Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e946ed0986d4d924f8781e5e8cf823fc924b43229e8b4891b4d7b0d6f4a71666

Aliases

arxiv: 2608.00134 · arxiv_version: 2608.00134v1 · doi: 10.48550/arxiv.2608.00134 · pith_short_12: 5FDO2CMG2TMS · pith_short_16: 5FDO2CMG2TMSJ6DY · pith_short_8: 5FDO2CMG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5FDO2CMG2TMSJ6DYDZPIZ6BD7S \
  | 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: e946ed0986d4d924f8781e5e8cf823fc924b43229e8b4891b4d7b0d6f4a71666
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "561f42221f32f9bf29c919819eec81b7454b080722dd237954a5e4debedab05d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-07-31T14:04:49Z",
    "title_canon_sha256": "ea033d3ee8df83c2471c565993168660f842e51b8201fb5e515aae9af8d3b769"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.00134",
    "kind": "arxiv",
    "version": 1
  }
}