Pith Number

pith:VRQXUVN3

pith:2026:VRQXUVN32MI7XRBKZ4K4QBOGUE

not attested not anchored not stored refs pending

LLM-Guided Neural Architecture Search for Robust Co-Design of Physical Neural Networks

Timothee Leleu, Tyler King

arxiv:2606.10294 v1 · 2026-06-09 · cs.LG · cs.AI · cs.AR · cs.NE · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VRQXUVN32MI7XRBKZ4K4QBOGUE}

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	2026-06-10T01:10:10.134846Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac617a55bbd311fbc42acf15c805c6a10a315f8e7bced5d0531c951e3ed9ddca

Aliases

arxiv: 2606.10294 · arxiv_version: 2606.10294v1 · doi: 10.48550/arxiv.2606.10294 · pith_short_12: VRQXUVN32MI7 · pith_short_16: VRQXUVN32MI7XRBK · pith_short_8: VRQXUVN3

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/VRQXUVN32MI7XRBKZ4K4QBOGUE \
  | 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: ac617a55bbd311fbc42acf15c805c6a10a315f8e7bced5d0531c951e3ed9ddca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b07c165be05cc85dce3d93727859a323c0520068c1492acb46e150c925a0e14",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR",
      "cs.NE",
      "physics.comp-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-09T01:32:17Z",
    "title_canon_sha256": "b8367abbf656939bfd7e0d577e40f61bed9410b6fd0c97dde79f6d9e92c9f4fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10294",
    "kind": "arxiv",
    "version": 1
  }
}