Pith Number

pith:VSMFVE5H

pith:2022:VSMFVE5HK4JHPC5DKHXS5COP2A

not attested not anchored not stored refs pending

Goal-Oriented Sensitivity Analysis of Hyperparameters in Deep Learning

David Lugato, Ga\"el Po\"ette, Paul Novello, Pietro Marco Congedo

arxiv:2207.06216 v1 · 2022-07-13 · stat.ML · 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{VSMFVE5HK4JHPC5DKHXS5COP2A}

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	2026-07-05T04:40:02.780463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac985a93a75712778ba351ef2e89cfd0249f67f53d0f78a130a842903e0142f7

Aliases

arxiv: 2207.06216 · arxiv_version: 2207.06216v1 · doi: 10.48550/arxiv.2207.06216 · pith_short_12: VSMFVE5HK4JH · pith_short_16: VSMFVE5HK4JHPC5D · pith_short_8: VSMFVE5H

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/VSMFVE5HK4JHPC5DKHXS5COP2A \
  | 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: ac985a93a75712778ba351ef2e89cfd0249f67f53d0f78a130a842903e0142f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d830f204b6489802bb36f5a4b2e3d2cca3052d86cb0b1b75ebf8ed8018f0500f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-07-13T14:21:12Z",
    "title_canon_sha256": "b24575cd4710f77c88acf84dcaeff18649c1549fcaf4c401ffd05541ac7ed320"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.06216",
    "kind": "arxiv",
    "version": 1
  }
}