Pith Number

pith:LQFKJS6G

pith:2025:LQFKJS6GISR5VN6FIRXCSOEHY4

not attested not anchored not stored refs pending

Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity

Adam Oberman, David Williams-King, Linh Le, Yoshua Bengio

arxiv:2501.11183 v1 · 2025-01-19 · cs.CR · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LQFKJS6GISR5VN6FIRXCSOEHY4}

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	2026-07-05T10:03:04.734903Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c0aa4cbc644a3dab7c5446e293887c727b12aabe00bddae0c49ab1d1f3eb3a0

Aliases

arxiv: 2501.11183 · arxiv_version: 2501.11183v1 · doi: 10.48550/arxiv.2501.11183 · pith_short_12: LQFKJS6GISR5 · pith_short_16: LQFKJS6GISR5VN6F · pith_short_8: LQFKJS6G

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/LQFKJS6GISR5VN6FIRXCSOEHY4 \
  | 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: 5c0aa4cbc644a3dab7c5446e293887c727b12aabe00bddae0c49ab1d1f3eb3a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83e745680026e043b94daee070ad5be32a4f3ca17ee3de8c861b85461a60cd1f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-01-19T21:49:42Z",
    "title_canon_sha256": "b1ffb984caa88624b532a4d8b44d774d5acee6a2ff97ff67ef9bc7e5794d99b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11183",
    "kind": "arxiv",
    "version": 1
  }
}