Pith Number

pith:GYIEPLHW

pith:2023:GYIEPLHW6GLNBNW2KKVVMPBA5M

not attested not anchored not stored refs pending

A Scenario-Based Functional Testing Approach to Improving DNN Performance

Aduen Benjumea, Andrew Bradley, Hong Zhu, Thi Minh Tam Tran

arxiv:2307.07083 v1 · 2023-07-13 · cs.LG · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GYIEPLHW6GLNBNW2KKVVMPBA5M}

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	2026-07-05T06:30:50.801608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

361047acf6f196d0b6da52ab563c20eb2e443b96b4571051afd06525c7240f38

Aliases

arxiv: 2307.07083 · arxiv_version: 2307.07083v1 · doi: 10.48550/arxiv.2307.07083 · pith_short_12: GYIEPLHW6GLN · pith_short_16: GYIEPLHW6GLNBNW2 · pith_short_8: GYIEPLHW

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/GYIEPLHW6GLNBNW2KKVVMPBA5M \
  | 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: 361047acf6f196d0b6da52ab563c20eb2e443b96b4571051afd06525c7240f38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9c355ac82193dac852bd33a907ff3570d5aa0753891c19e421adc8c8bbc041d",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-13T22:35:53Z",
    "title_canon_sha256": "673ff564dad914d3f1c0632cb1df46dd4b108216964483471d82aca6341a4300"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.07083",
    "kind": "arxiv",
    "version": 1
  }
}