Pith Number

pith:Y237CIZC

pith:2023:Y237CIZC2NRX5X5JGPPJ6PBHJF

not attested not anchored not stored refs pending

Transfer Attacks and Defenses for Large Language Models on Coding Tasks

Chi Zhang, Corina Pasareanu, Limin Jia, Matt Fredrikson, Ravi Mangal, Zifan Wang

arxiv:2311.13445 v1 · 2023-11-22 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y237CIZC2NRX5X5JGPPJ6PBHJF}

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	2026-07-05T07:15:38.299452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6b7f12322d3637edfa933de9f3c27496f0f20e104abe1d224cf68c02dd55e3e

Aliases

arxiv: 2311.13445 · arxiv_version: 2311.13445v1 · doi: 10.48550/arxiv.2311.13445 · pith_short_12: Y237CIZC2NRX · pith_short_16: Y237CIZC2NRX5X5J · pith_short_8: Y237CIZC

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/Y237CIZC2NRX5X5JGPPJ6PBHJF \
  | 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: c6b7f12322d3637edfa933de9f3c27496f0f20e104abe1d224cf68c02dd55e3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fdce37f244d52866df64a0498f6c4b615eb1e602083f6994f6700c8448d881a7",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-22T15:11:35Z",
    "title_canon_sha256": "9529cc6b7f5f82e186a5517eb911607be5a443aeaf3e3e1c3e234d2a78aa7903"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13445",
    "kind": "arxiv",
    "version": 1
  }
}