Pith Number

pith:DP3MQS4G

pith:2025:DP3MQS4GKRAOEYSLCZYOCPQYLW

not attested not anchored not stored refs pending

SHAP-Guided Regularization in Machine Learning Models

Amal Saadallah

arxiv:2507.23665 v1 · 2025-07-31 · 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{DP3MQS4GKRAOEYSLCZYOCPQYLW}

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	2026-07-05T11:46:29.062909Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1bf6c84b865440e2624b1670e13e185d87678ec154d5e671653a29a180cf9093

Aliases

arxiv: 2507.23665 · arxiv_version: 2507.23665v1 · doi: 10.48550/arxiv.2507.23665 · pith_short_12: DP3MQS4GKRAO · pith_short_16: DP3MQS4GKRAOEYSL · pith_short_8: DP3MQS4G

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/DP3MQS4GKRAOEYSLCZYOCPQYLW \
  | 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: 1bf6c84b865440e2624b1670e13e185d87678ec154d5e671653a29a180cf9093

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3703d7bf9c05eeafd62256deba1612d55e1e767dbc1a9c09a6094df026964d3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-31T15:45:38Z",
    "title_canon_sha256": "950af3816db7d3c63af0124e767ce8ff3dd31c2cb695d3779dab4c9f87ebec92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.23665",
    "kind": "arxiv",
    "version": 1
  }
}