Pith Number

pith:X3SN7MEK

pith:2025:X3SN7MEKBKMMP4FXP52TVRXALT

not attested not anchored not stored refs pending

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning

Jiongyi Yang, Menglin Zheng, Minnan Wei, Siyu Chen, Xiang Chen, Xiaolin Ju

arxiv:2506.23534 v1 · 2025-06-30 · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X3SN7MEKBKMMP4FXP52TVRXALT}

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	2026-07-05T11:29:23.545737Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bee4dfb08a0a98c7f0b77f753ac6e05cd0cea5e238ecbc3c089356ffabad1351

Aliases

arxiv: 2506.23534 · arxiv_version: 2506.23534v1 · doi: 10.48550/arxiv.2506.23534 · pith_short_12: X3SN7MEKBKMM · pith_short_16: X3SN7MEKBKMMP4FX · pith_short_8: X3SN7MEK

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/X3SN7MEKBKMMP4FXP52TVRXALT \
  | 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: bee4dfb08a0a98c7f0b77f753ac6e05cd0cea5e238ecbc3c089356ffabad1351

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2eb429557180958bec357489db5247cb45a1bee595865a7fe8f5c36079996a8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-30T05:47:09Z",
    "title_canon_sha256": "9a72e95ad6fa353eec7765287b5422a5f513c7eb119559627df5c9298b366d24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.23534",
    "kind": "arxiv",
    "version": 1
  }
}