Pith Number

pith:F552XMQK

pith:2024:F552XMQKFCM3PJDVRA2SUEQTS2

not attested not anchored not stored refs pending

Comparing supervised learning dynamics: Deep neural networks match human data efficiency but show a generalisation lag

Felix A. Wichmann, Fred W. Mast, Lukas S. Huber

arxiv:2402.09303 v3 · 2024-02-14 · cs.CV · cs.AI · cs.LG · q-bio.NC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F552XMQKFCM3PJDVRA2SUEQTS2}

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	2026-07-05T08:43:08.474400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f7babb20a2899b7a47588352a1213969c26910cca73ed599ae43d3781090790

Aliases

arxiv: 2402.09303 · arxiv_version: 2402.09303v3 · doi: 10.48550/arxiv.2402.09303 · pith_short_12: F552XMQKFCM3 · pith_short_16: F552XMQKFCM3PJDV · pith_short_8: F552XMQK

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/F552XMQKFCM3PJDVRA2SUEQTS2 \
  | 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: 2f7babb20a2899b7a47588352a1213969c26910cca73ed599ae43d3781090790

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54e9f3aa07b3bc8228f598e8071e877fd7c5d70d987930e21cfea6d04a962081",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "q-bio.NC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-14T16:47:20Z",
    "title_canon_sha256": "319929a6b09a9549cb80728c87dece7b08083c95e693fb9b00a31d0dcd459a05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09303",
    "kind": "arxiv",
    "version": 3
  }
}