Pith Number

pith:YKDYWC3Z

pith:2023:YKDYWC3ZFMST7NM3QJPEV4BDFN

not attested not anchored not stored refs pending

LLM4DV: Using Large Language Models for Hardware Test Stimuli Generation

Balint Szekely, Greg Chadwick, Hugo McNally, Jianyi Cheng, Pedro Gimenes, Robert Mullins, Yiren Zhao, Zixi Zhang

arxiv:2310.04535 v2 · 2023-10-06 · cs.LG · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YKDYWC3ZFMST7NM3QJPEV4BDFN}

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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

1 paper in Pith

Wit-HW: Bug Localization in Hardware Design Code via Witness Test Case Generation

Receipt and verification

First computed	2026-07-05T10:38:31.229895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2878b0b792b253fb59b825e4af0232b7dff8a1e6227cd53621145b01b2358db

Aliases

arxiv: 2310.04535 · arxiv_version: 2310.04535v2 · doi: 10.48550/arxiv.2310.04535 · pith_short_12: YKDYWC3ZFMST · pith_short_16: YKDYWC3ZFMST7NM3 · pith_short_8: YKDYWC3Z

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/YKDYWC3ZFMST7NM3QJPEV4BDFN \
  | 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: c2878b0b792b253fb59b825e4af0232b7dff8a1e6227cd53621145b01b2358db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7f49042e6ffe653165241ab0613e7fab00cc70192d6910e2cc82075266bd945",
    "cross_cats_sorted": [
      "cs.AR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-06T19:02:04Z",
    "title_canon_sha256": "f7e7f1091347390c4d434ff1b23b0a7ab5595a9907011e013853a8a658185163"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04535",
    "kind": "arxiv",
    "version": 2
  }
}