Pith Number

pith:ZP7BTB3W

pith:2024:ZP7BTB3WLAVMJVKCQXOFLG33AV

not attested not anchored not stored refs pending

How Do Training Methods Influence the Utilization of Vision Models?

Janis Keuper, Margret Keuper, Paul Gavrikov, Shashank Agnihotri

arxiv:2410.14470 v1 · 2024-10-18 · cs.CV · cs.AI · 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{ZP7BTB3WLAVMJVKCQXOFLG33AV}

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	2026-07-05T09:22:32.900656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbfe198776582ac4d54285dc559b7b0567324614a5764ee9e8ca56348cd0bacb

Aliases

arxiv: 2410.14470 · arxiv_version: 2410.14470v1 · doi: 10.48550/arxiv.2410.14470 · pith_short_12: ZP7BTB3WLAVM · pith_short_16: ZP7BTB3WLAVMJVKC · pith_short_8: ZP7BTB3W

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/ZP7BTB3WLAVMJVKCQXOFLG33AV \
  | 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: cbfe198776582ac4d54285dc559b7b0567324614a5764ee9e8ca56348cd0bacb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97817bbf8784feba24767437a0fd918e1b2cfe4ac2625e9067f425ce5edca7c6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-18T13:54:46Z",
    "title_canon_sha256": "1678cc16f6989d9cf1d6e6aaa26d3c8ddb810032ff86b14401cb4cc375376e12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14470",
    "kind": "arxiv",
    "version": 1
  }
}