Pith Number

pith:2LJVAX2Y

pith:2023:2LJVAX2YM7KYYX6PLIILRPVVEO

not attested not anchored not stored refs pending

Illuminati: Towards Explaining Graph Neural Networks for Cybersecurity Analysis

Haoyu He, H. Howie Huang, Yuede Ji

arxiv:2303.14836 v1 · 2023-03-26 · 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{2LJVAX2YM7KYYX6PLIILRPVVEO}

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

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation

Receipt and verification

First computed	2026-07-05T05:54:46.720666Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2d3505f5867d58c5fcf5a10b8beb5239df7b7018c31c9892df493978866ef8f

Aliases

arxiv: 2303.14836 · arxiv_version: 2303.14836v1 · doi: 10.48550/arxiv.2303.14836 · pith_short_12: 2LJVAX2YM7KY · pith_short_16: 2LJVAX2YM7KYYX6P · pith_short_8: 2LJVAX2Y

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/2LJVAX2YM7KYYX6PLIILRPVVEO \
  | 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: d2d3505f5867d58c5fcf5a10b8beb5239df7b7018c31c9892df493978866ef8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af29f5076a2ec444451126e59a319a0659e77fce99184b8905e2ca605a1870d5",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-26T22:20:17Z",
    "title_canon_sha256": "0ac3c480c9cb24ca22a71aa6c0dc5e47294b68869f7c809f06995de22365fb23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.14836",
    "kind": "arxiv",
    "version": 1
  }
}