Pith Number

pith:WBK5KR75

pith:2026:WBK5KR756FC2V6JOKBXQQSTOHZ

not attested not anchored not stored refs pending

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs

Bing Wang, Hengheng Zhang, Lin Liu, Wenqi Chen, Zhengsu Chen, Ziyan Zhang

arxiv:2606.03489 v1 · 2026-06-02 · 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{WBK5KR756FC2V6JOKBXQQSTOHZ}

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	2026-06-03T01:05:59.119957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b055d547fdf145aaf92e506f084a6e3e62ded316560c297f1f12c5faeba5a91d

Aliases

arxiv: 2606.03489 · arxiv_version: 2606.03489v1 · doi: 10.48550/arxiv.2606.03489 · pith_short_12: WBK5KR756FC2 · pith_short_16: WBK5KR756FC2V6JO · pith_short_8: WBK5KR75

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/WBK5KR756FC2V6JOKBXQQSTOHZ \
  | 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: b055d547fdf145aaf92e506f084a6e3e62ded316560c297f1f12c5faeba5a91d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e9171889364a64a3bd52fdcdae4a01add27d0db109efb23aa780baf610ec278",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-06-02T11:07:20Z",
    "title_canon_sha256": "d751143773133411cf88ab37c5752340e4f71721944fd5dfa0da20e038d2a4b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.03489",
    "kind": "arxiv",
    "version": 1
  }
}