Pith Number

pith:LZKB3U66

pith:2025:LZKB3U66RAC665F7YQQRRU3IKK

not attested not anchored not stored refs pending

LLM Embedding-based Attribution (LEA): Quantifying Source Contributions to Generative Model's Response for Vulnerability Analysis

Michael Zuzak, Reza Fayyazi, Shanchieh Jay Yang

arxiv:2506.12100 v2 · 2025-06-12 · 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{LZKB3U66RAC665F7YQQRRU3IKK}

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.

Receipt and verification

First computed	2026-07-05T12:04:15.720175Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e541dd3de8805ef74bfc42118d3685285591c17b586406468d37c1f6b8e78de

Aliases

arxiv: 2506.12100 · arxiv_version: 2506.12100v2 · doi: 10.48550/arxiv.2506.12100 · pith_short_12: LZKB3U66RAC6 · pith_short_16: LZKB3U66RAC665F7 · pith_short_8: LZKB3U66

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/LZKB3U66RAC665F7YQQRRU3IKK \
  | 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: 5e541dd3de8805ef74bfc42118d3685285591c17b586406468d37c1f6b8e78de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7abdd3c3182ad8b318ea2228473389f72fb8011d2659f61daf19385af144b8b1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-12T21:20:10Z",
    "title_canon_sha256": "8ff9743d17962b835a9de7fc3c698233bde3c3b28cfa81bec2796db7b0995a41"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.12100",
    "kind": "arxiv",
    "version": 2
  }
}