Pith Number

pith:RYL7RQII

pith:2025:RYL7RQIIW5PP62VQNI7HR4VNZ7

not attested not anchored not stored refs pending

Large Language Model Enhanced Particle Swarm Optimization for Hyperparameter Tuning for Deep Learning Models

Ala Al-Fuqaha, Basheer Qolomany, Junaid Qadir, Mohamed Abdallah, Saad Hameed, Samir Brahim Belhaouari

arxiv:2504.14126 v1 · 2025-04-19 · cs.AI · cs.CL · 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{RYL7RQIIW5PP62VQNI7HR4VNZ7}

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	2026-07-05T10:51:11.377725Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e17f8c108b75eff6ab06a3e78f2adcfe2b6c15440dced4d3cb6be3c71322dcb

Aliases

arxiv: 2504.14126 · arxiv_version: 2504.14126v1 · doi: 10.48550/arxiv.2504.14126 · pith_short_12: RYL7RQIIW5PP · pith_short_16: RYL7RQIIW5PP62VQ · pith_short_8: RYL7RQII

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/RYL7RQIIW5PP62VQNI7HR4VNZ7 \
  | 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: 8e17f8c108b75eff6ab06a3e78f2adcfe2b6c15440dced4d3cb6be3c71322dcb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d86f7a216f7f7d248b7a4499a4ddc8d0dca77355cef5c7457a410c56f23bded",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-19T00:54:59Z",
    "title_canon_sha256": "d4b035728c2544b7ac51bc17c276938e0646bb49c8af32afe453319a30c171b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.14126",
    "kind": "arxiv",
    "version": 1
  }
}