Pith Number

pith:6XNWX3T4

pith:2024:6XNWX3T4I3RY7LS5LJYNO6VQKA

not attested not anchored not stored refs pending

Instruction Tuning for Secure Code Generation

Gabriela Krasnopolska, Jingxuan He, Mark Vero, Martin Vechev

arxiv:2402.09497 v2 · 2024-02-14 · cs.CR · cs.AI · cs.LG · 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{6XNWX3T4I3RY7LS5LJYNO6VQKA}

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.

Cited by

6 papers in Pith

Helpful or Harmful? Evaluating LLM-Assisted Vulnerability Patching via a Human Study

Acoda: Adversarial Code Obfuscation for Defending against LLM-based Analysis

Breaking the Rounding Trap: Securing LLMs against Quantization-Conditioned Backdoors

SecureForge: Finding and Preventing Vulnerabilities in LLM-Generated Code via Prompt Optimization

Structural Anchors and Reasoning Fragility:Understanding CoT Robustness in LLM4Code

Receipt and verification

First computed	2026-07-05T08:43:08.529595Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5db6bee7c46e38fae5d5a70d77ab0502e5056c965c0d7f24746b7c2c9e53753

Aliases

arxiv: 2402.09497 · arxiv_version: 2402.09497v2 · doi: 10.48550/arxiv.2402.09497 · pith_short_12: 6XNWX3T4I3RY · pith_short_16: 6XNWX3T4I3RY7LS5 · pith_short_8: 6XNWX3T4

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/6XNWX3T4I3RY7LS5LJYNO6VQKA \
  | 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: f5db6bee7c46e38fae5d5a70d77ab0502e5056c965c0d7f24746b7c2c9e53753

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18872968038ad6f73b48edf02c994a51916188efae0d43cb08676200d3faf0f6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-02-14T15:47:46Z",
    "title_canon_sha256": "fa88d66f8f8f301818d0c19c368f2eb75cf46fa92e06f2276280ad534157ca43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09497",
    "kind": "arxiv",
    "version": 2
  }
}