pith. sign in
Pith Number

pith:D3UHXXRY

pith:2022:D3UHXXRYFE2NIXOZGSMF2QI4GY
not attested not anchored not stored refs pending

CLAWSAT: Towards Both Robust and Accurate Code Models

Chuang Gan, Jinghan Jia, Shashank Srikant, Shiyu Chang, Sijia Liu, Tamara Mitrovska, Una-May O'Reilly

arxiv:2211.11711 v5 · 2022-11-21 · cs.LG · cs.PL · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{D3UHXXRYFE2NIXOZGSMF2QI4GY}

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 2026-07-05T05:48:03.682017Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1ee87bde382934d45dd934985d411c3630733de220cc2c3e24c7c9f44a95bda5

Aliases

arxiv: 2211.11711 · arxiv_version: 2211.11711v5 · doi: 10.48550/arxiv.2211.11711 · pith_short_12: D3UHXXRYFE2N · pith_short_16: D3UHXXRYFE2NIXOZ · pith_short_8: D3UHXXRY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/D3UHXXRYFE2NIXOZGSMF2QI4GY \
  | 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: 1ee87bde382934d45dd934985d411c3630733de220cc2c3e24c7c9f44a95bda5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8a52317a5a4bb7fa4e8c8721f2147b8c6ca9c16b27293363a3710d69ab0729ed",
    "cross_cats_sorted": [
      "cs.PL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-21T18:32:50Z",
    "title_canon_sha256": "74a0686b8d9de11e7a60adceed16a78a1907afbbe0ae1d8912fea461266f5266"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.11711",
    "kind": "arxiv",
    "version": 5
  }
}