Pith Number

pith:GJGGWC3H

pith:2025:GJGGWC3HO2H6LDBRO7RDQNAU2L

not attested not anchored not stored refs pending

G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Chongye Guo, Fanci Meng, Guancheng Wan, Guibin Zhang, Kun Wang, Miao Yu, Shilong Wang, Yang Wang

arxiv:2502.11127 v1 · 2025-02-16 · cs.CR · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GJGGWC3HO2H6LDBRO7RDQNAU2L}

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

8 papers in Pith

GRADE: Graph Representation of LLM Agent Dependency and Execution

MESA: Prioritizing Vulnerable Communication Channels for Securing Multi-Agent Systems

Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Rethinking Agentic Reinforcement Learning In Large Language Models

BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks

Receipt and verification

First computed	2026-07-05T10:15:04.121862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

324c6b0b67768fe58c3177e2383414d2e8acc7fe20fbf2a8ed36a01ba7324222

Aliases

arxiv: 2502.11127 · arxiv_version: 2502.11127v1 · doi: 10.48550/arxiv.2502.11127 · pith_short_12: GJGGWC3HO2H6 · pith_short_16: GJGGWC3HO2H6LDBR · pith_short_8: GJGGWC3H

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/GJGGWC3HO2H6LDBRO7RDQNAU2L \
  | 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: 324c6b0b67768fe58c3177e2383414d2e8acc7fe20fbf2a8ed36a01ba7324222

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8c4f53db869740ab40ecca018c624d32798cb2ade998af2788df36182cd8572",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-02-16T13:48:41Z",
    "title_canon_sha256": "a87da636627a6a8faa2fae5567700709ca21487dfd30bed1fa4697a3f667caff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11127",
    "kind": "arxiv",
    "version": 1
  }
}