Pith Number

pith:JTW6PP3U

pith:2024:JTW6PP3UAS77CNTYIK576N7KXR

not attested not anchored not stored refs pending

On Learnable Parameters of Optimal and Suboptimal Deep Learning Models

Giuseppe Nicosia, Huizhi Liang, Panos Pardalos, Vaclav Snasel, Varun Ojha, Vito Latora, Ziwei Zheng

arxiv:2408.11720 v1 · 2024-08-21 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JTW6PP3UAS77CNTYIK576N7KXR}

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	2026-07-05T08:57:48.029864Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4cede7bf7404bff1367842bbff37eabc498973a8cacde4fab9c5943513e7aeb3

Aliases

arxiv: 2408.11720 · arxiv_version: 2408.11720v1 · doi: 10.48550/arxiv.2408.11720 · pith_short_12: JTW6PP3UAS77 · pith_short_16: JTW6PP3UAS77CNTY · pith_short_8: JTW6PP3U

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/JTW6PP3UAS77CNTYIK576N7KXR \
  | 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: 4cede7bf7404bff1367842bbff37eabc498973a8cacde4fab9c5943513e7aeb3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28626c7246e80f8e3c371650a7348165b4fae0a6d4543ed8092ce8c2029ff6a3",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-21T15:50:37Z",
    "title_canon_sha256": "d426264c4cd0c996f6de655add619b7e92197e8b5083408b5b9a34638db3feec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.11720",
    "kind": "arxiv",
    "version": 1
  }
}