Pith. sign in
Pith Number

pith:VT5TXJZ5

pith:2024:VT5TXJZ5IHPKE4GLWO22OLHWDU
not attested not anchored not stored refs pending

Natural Language to Verilog: Design of a Recurrent Spiking Neural Network using Large Language Models and ChatGPT

Andreas G. Andreou, George Psaltakis, Gian Domenico Licciardo, Michael Tomlinson, Paola Vitolo

arxiv:2405.01419 v3 · 2024-05-02 · cs.AR · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VT5TXJZ5IHPKE4GLWO22OLHWDU}

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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.
Receipt and verification
First computed 2026-07-05T09:47:30.024377Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

acfb3ba73d41dea270cbb3b5a72cf61d269ee8ee4dda409fff4194f389743529

Aliases

arxiv: 2405.01419 · arxiv_version: 2405.01419v3 · doi: 10.48550/arxiv.2405.01419 · pith_short_12: VT5TXJZ5IHPK · pith_short_16: VT5TXJZ5IHPKE4GL · pith_short_8: VT5TXJZ5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VT5TXJZ5IHPKE4GLWO22OLHWDU \
  | 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: acfb3ba73d41dea270cbb3b5a72cf61d269ee8ee4dda409fff4194f389743529
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fabfb862b6276b4060528f777910e078ade91b190427a91daffa2ea8d85b690b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-05-02T16:08:08Z",
    "title_canon_sha256": "96cd90b93b375e4172036e3386f5e12afa5fb2790f2686103fea64b5ff76cf72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.01419",
    "kind": "arxiv",
    "version": 3
  }
}