Pith Number

pith:GORVF6OD

pith:2025:GORVF6ODJQ5ZZZ72YNQBAODAYO

not attested not anchored not stored refs pending

Boosting Vulnerability Detection of LLMs via Curriculum Preference Optimization with Synthetic Reasoning Data

Cuiyun Gao, Deheng Ye, Xin-Cheng Wen, Yang Xiao, Yijun Yang

arxiv:2506.07390 v1 · 2025-06-09 · cs.AI · cs.SE

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\usepackage{pith}
\pithnumber{GORVF6ODJQ5ZZZ72YNQBAODAYO}

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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

2 papers in Pith

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries

VulWeaver: Weaving Broken Semantics for Grounded Vulnerability Detection

Receipt and verification

First computed	2026-07-05T11:18:26.420815Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33a352f9c34c3b9ce7fac360103860c3b79ef8203e52dcf94f099054aecf0e91

Aliases

arxiv: 2506.07390 · arxiv_version: 2506.07390v1 · doi: 10.48550/arxiv.2506.07390 · pith_short_12: GORVF6ODJQ5Z · pith_short_16: GORVF6ODJQ5ZZZ72 · pith_short_8: GORVF6OD

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/GORVF6ODJQ5ZZZ72YNQBAODAYO \
  | 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: 33a352f9c34c3b9ce7fac360103860c3b79ef8203e52dcf94f099054aecf0e91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "845f5461a5e9df658e335dcdedff6df3747fb08a2d1347ed9d7b8cddf990e2c7",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-09T03:25:23Z",
    "title_canon_sha256": "a02269ae6a609d3b14e00d68f7f0760ddf49440567c60d3d17e73b7279ce81cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.07390",
    "kind": "arxiv",
    "version": 1
  }
}