Pith Number

pith:EHF3GRQN

pith:2025:EHF3GRQNCELJAYSS2EQBDGFHA3

not attested not anchored not stored refs pending

ZO-DARTS++: An Efficient and Size-Variable Zeroth-Order Neural Architecture Search Algorithm

Danilo Ardagna, Eugenio Lomurno, Lunchen Xie, Manual Roveri, Matteo Gambella, Matteo Matteucci, Qingjiang Shi

arxiv:2503.06092 v1 · 2025-03-08 · cs.CV · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EHF3GRQNCELJAYSS2EQBDGFHA3}

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

1 paper in Pith

SEAL: Searching Expandable Architectures for Incremental Learning

Receipt and verification

First computed	2026-07-05T10:26:53.769273Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21cbb3460d1116906252d1201198a706c65c98bb8fe40f095bd26a6048c61a03

Aliases

arxiv: 2503.06092 · arxiv_version: 2503.06092v1 · doi: 10.48550/arxiv.2503.06092 · pith_short_12: EHF3GRQNCELJ · pith_short_16: EHF3GRQNCELJAYSS · pith_short_8: EHF3GRQN

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/EHF3GRQNCELJAYSS2EQBDGFHA3 \
  | 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: 21cbb3460d1116906252d1201198a706c65c98bb8fe40f095bd26a6048c61a03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "414f5d401b92dfb0e961c0cf6a48e2ec25aa97e6e3b8b531fece26133eae3624",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-08T06:43:33Z",
    "title_canon_sha256": "863d2124a4e93ce24b9b4429828f143c185addc9ad13fe2c7ea16794ecd1d7ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06092",
    "kind": "arxiv",
    "version": 1
  }
}