Pith Number

pith:PNLVJYO3

pith:2025:PNLVJYO36Z4J42A4M3FVFWRQEV

not attested not anchored not stored refs pending

RAS-Eval: A Comprehensive Benchmark for Security Evaluation of LLM Agents in Real-World Environments

Dongxia Wang, Xiaohan Yuan, Yuchuan Fu

arxiv:2506.15253 v1 · 2025-06-18 · cs.CR · 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{PNLVJYO36Z4J42A4M3FVFWRQEV}

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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

9 papers in Pith

When the Manual Lies: A Realistic Benchmark to Evaluate MCP Poisoning Attacks for LLM Agents

Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation

Content-Aware Attack Detection in LLM Agent Tool-Call Traffic: An Empirical Study of Features, Architectures, and Evaluation Protocols

Taxonomy and Consistency Analysis of Safety Benchmarks for AI Agents

ADR: An Agentic Detection System for Enterprise Agentic AI Security

Receipt and verification

First computed	2026-07-05T11:23:40.212820Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b5754e1dbf6789e681c66cb52da302552a21a0455fccf7a3f696382d5bd3787

Aliases

arxiv: 2506.15253 · arxiv_version: 2506.15253v1 · doi: 10.48550/arxiv.2506.15253 · pith_short_12: PNLVJYO36Z4J · pith_short_16: PNLVJYO36Z4J42A4 · pith_short_8: PNLVJYO3

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/PNLVJYO36Z4J42A4M3FVFWRQEV \
  | 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: 7b5754e1dbf6789e681c66cb52da302552a21a0455fccf7a3f696382d5bd3787

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4a41e480c3b0848fe4b23168fe1bee6e6547e1ce93787f29cf735b657cfd6b8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-18T08:30:36Z",
    "title_canon_sha256": "08a3e17e8222728b9c725635bb5df9d9a48a01c4a8fa410109c50b9b83615e6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.15253",
    "kind": "arxiv",
    "version": 1
  }
}