Pith. sign in
Pith Number

pith:56WZJNVC

pith:2026:56WZJNVCGQ62D2HHTZLE3B2ZUN
not attested not anchored not stored refs pending

Wrong Code, Right Structure: Learning Netlist Representations from Imperfect LLM-Generated RTL

Cangyuan Li, Haoyu Gao, Kun Wang, Siyang Cai, Ying Wang, Yinhe Han

arxiv:2603.09161 v2 · 2026-03-10 · cs.LG · cs.AI · cs.AR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{56WZJNVCGQ62D2HHTZLE3B2ZUN}

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 2026-08-03T01:14:19.296308Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

efad94b6a2343da1e8e79e564d8759a351ec61e8d53744594acad0a0d7ecd116

Aliases

arxiv: 2603.09161 · arxiv_version: 2603.09161v2 · doi: 10.48550/arxiv.2603.09161 · pith_short_12: 56WZJNVCGQ62 · pith_short_16: 56WZJNVCGQ62D2HH · pith_short_8: 56WZJNVC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/56WZJNVCGQ62D2HHTZLE3B2ZUN \
  | 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: efad94b6a2343da1e8e79e564d8759a351ec61e8d53744594acad0a0d7ecd116
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "90dbc197d2cb6865306461811987278a64fa3d8f9c5a359b315349a8ebe61f47",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-10T03:52:41Z",
    "title_canon_sha256": "20748ac410e43b8e72b90497c228622fcd3e7868c7970f1ebfa41b186677af91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.09161",
    "kind": "arxiv",
    "version": 2
  }
}