Pith. sign in
Pith Number

pith:4K2CKPM6

pith:2024:4K2CKPM6CH64SV65BJSY56YLLE
not attested not anchored not stored refs pending

Neural Architecture Search using Particle Swarm and Ant Colony Optimization

Diarmuid Grimes, S\'eamus Lankford

arxiv:2403.03781 v1 · 2024-03-06 · cs.NE · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4K2CKPM6CH64SV65BJSY56YLLE}

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

Receipt and verification
First computed 2026-07-05T07:53:01.490223Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e2b4253d9e11fdc957dd0a658efb0b5922558b849b7e0fa7d9834bcc2a76105a

Aliases

arxiv: 2403.03781 · arxiv_version: 2403.03781v1 · doi: 10.48550/arxiv.2403.03781 · pith_short_12: 4K2CKPM6CH64 · pith_short_16: 4K2CKPM6CH64SV65 · pith_short_8: 4K2CKPM6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4K2CKPM6CH64SV65BJSY56YLLE \
  | 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: e2b4253d9e11fdc957dd0a658efb0b5922558b849b7e0fa7d9834bcc2a76105a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b1e8c4d38144b60b9f041b87a62d385a41517da9a5e4ef22d7b8ca2672f9ac43",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-03-06T15:23:26Z",
    "title_canon_sha256": "f96766c114e7cf0dc39ecce70448b01813bde78d73c8e41d9674e9877194c315"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03781",
    "kind": "arxiv",
    "version": 1
  }
}