Pith Number

pith:EU6CNRYV

pith:2025:EU6CNRYVVEQVX4XBHXRR6FTABE

not attested not anchored not stored refs pending

D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Brendan Dolan-Gavitt, Farshad Khorrami, Haoran Xi, Kimberly Milner, Meet Udeshi, Minghao Shao, Muhammad Shafique, Nanda Rani, Prashanth Krishnamurthy, Ramesh Karri, Sandeep Kumar Shukla, Venkata Sai Charan Putrevu

arxiv:2502.10931 v2 · 2025-02-15 · cs.AI · 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{EU6CNRYVVEQVX4XBHXRR6FTABE}

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

9 papers in Pith

CyberEvolver: Structured Self-Evolution for Cybersecurity Agents On the Fly

Cybersecurity AI (CAI) Dataset

Honeyval: A Comprehensive Evaluation Framework for LLM-powered HTTP Honeypots

uGen: An Agentic Framework for Generating Microarchitectural Attack PoCs

CrackMeBench: Binary Reverse Engineering for Agents

Receipt and verification

First computed	2026-07-05T11:01:31.999769Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

253c26c715a9215bf2e13de31f1660093c7a31b4f7163b0e177c8d801fe76445

Aliases

arxiv: 2502.10931 · arxiv_version: 2502.10931v2 · doi: 10.48550/arxiv.2502.10931 · pith_short_12: EU6CNRYVVEQV · pith_short_16: EU6CNRYVVEQVX4XB · pith_short_8: EU6CNRYV

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/EU6CNRYVVEQVX4XBHXRR6FTABE \
  | 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: 253c26c715a9215bf2e13de31f1660093c7a31b4f7163b0e177c8d801fe76445

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "169701f6b43b497ae9702dc41e3b73cedfd9b5f882f8f0b205a569dbd52c4182",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-15T23:43:18Z",
    "title_canon_sha256": "d4242387603e50aa69a800bf50ffd7aa485b3efc033fd66ce95eedf0956f36e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10931",
    "kind": "arxiv",
    "version": 2
  }
}