Pith Number

pith:2W6RQZMW

pith:2024:2W6RQZMWCFE5HCISEIG3DTVIKX

not attested not anchored not stored refs pending

AttackGNN: Red-Teaming GNNs in Hardware Security Using Reinforcement Learning

Dileep Kalathil, Jeyavijayan Rajendran, Satwik Patnaik, Vasudev Gohil

arxiv:2402.13946 v2 · 2024-02-21 · cs.LG · 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{2W6RQZMWCFE5HCISEIG3DTVIKX}

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

1 paper in Pith

LLMPirate: LLMs for Black-box Hardware IP Piracy

Receipt and verification

First computed	2026-07-05T07:49:37.314609Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5bd1865961149d38912220db1cea855dda8a2c42d5d047c656beb8a21d5abf9

Aliases

arxiv: 2402.13946 · arxiv_version: 2402.13946v2 · doi: 10.48550/arxiv.2402.13946 · pith_short_12: 2W6RQZMWCFE5 · pith_short_16: 2W6RQZMWCFE5HCIS · pith_short_8: 2W6RQZMW

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/2W6RQZMWCFE5HCISEIG3DTVIKX \
  | 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: d5bd1865961149d38912220db1cea855dda8a2c42d5d047c656beb8a21d5abf9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e9df3fe1ce6cc299fe00e28c2605a6125c48f278994485ee17a86abb1d7fe5f",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-21T17:18:25Z",
    "title_canon_sha256": "6fc64beea8e9d6080d03725c07199ceb068f3b0f9176f36d33925574eaff84c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13946",
    "kind": "arxiv",
    "version": 2
  }
}