Pith Number

pith:JF5QB5PZ

pith:2025:JF5QB5PZ6LJCOMZ55BZHGUKM4C

not attested not anchored not stored refs pending

Is Generation Required for Data-Efficient Perception?

Bernhard Sch\"olkopf, Jack Brady, Simon Buchholz, Thomas Kipf, Wieland Brendel

arxiv:2512.08854 v3 · 2025-12-09 · cs.CV · 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{JF5QB5PZ6LJCOMZ55BZHGUKM4C}

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	2026-07-07T02:17:14.738794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

497b00f5f9f2d227333de87273514ce09cd5163eb03357ca23f7d37dca8b0647

Aliases

arxiv: 2512.08854 · arxiv_version: 2512.08854v3 · doi: 10.48550/arxiv.2512.08854 · pith_short_12: JF5QB5PZ6LJC · pith_short_16: JF5QB5PZ6LJCOMZ5 · pith_short_8: JF5QB5PZ

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/JF5QB5PZ6LJCOMZ55BZHGUKM4C \
  | 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: 497b00f5f9f2d227333de87273514ce09cd5163eb03357ca23f7d37dca8b0647

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64c30939c485021de875c2f9aa493d5db0a7402976a264a8762ccf4ff98c170e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-12-09T17:47:28Z",
    "title_canon_sha256": "26cef7e228cd068cdd856f345f4b6d5359d25d1f1ee6679f9429814b52287449"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.08854",
    "kind": "arxiv",
    "version": 3
  }
}