Pith Number

pith:JWR4HHXM

pith:2024:JWR4HHXM6MD7IE4UGVGUXL4JHG

not attested not anchored not stored refs pending

LeMo-NADe: Multi-Parameter Neural Architecture Discovery with LLMs

Md Hafizur Rahman, Prabuddha Chakraborty

arxiv:2402.18443 v1 · 2024-02-28 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JWR4HHXM6MD7IE4UGVGUXL4JHG}

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.

Cited by

3 papers in Pith

Agentic Neural Architecture Search

Structuring Open-Ended NAS: Semi-Automated Design Knowledge Structuring with LLMs for Efficient Neural Architecture Search

LLM as a Tool, Not an Agent: Code-Mined Tree Transformations for Neural Architecture Search

Receipt and verification

First computed	2026-07-05T07:50:16.213016Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4da3c39eecf307f41394354d4baf893999de8f7bb9da4c13d1c52504bd1f0a82

Aliases

arxiv: 2402.18443 · arxiv_version: 2402.18443v1 · doi: 10.48550/arxiv.2402.18443 · pith_short_12: JWR4HHXM6MD7 · pith_short_16: JWR4HHXM6MD7IE4U · pith_short_8: JWR4HHXM

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/JWR4HHXM6MD7IE4UGVGUXL4JHG \
  | 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: 4da3c39eecf307f41394354d4baf893999de8f7bb9da4c13d1c52504bd1f0a82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80d0230bc53f202859ff582f769d01fa28d5737743173550d021b47bedfcec9c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-28T16:13:44Z",
    "title_canon_sha256": "78429aacbfc01c16bf688a173a7f7e22ebdbe8f4d14e25d632303f578e93900d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.18443",
    "kind": "arxiv",
    "version": 1
  }
}