Pith Number

pith:MACZWXEC

pith:2023:MACZWXECHFMDI32XIZ2E4526AZ

not attested not anchored not stored refs pending

Deep Neural Networks Can Learn Generalizable Same-Different Visual Relations

Alexa R. Tartaglini, Brenden M. Lake, Charles Lovering, Ellie Pavlick, Michael A. Lepori, Sheridan Feucht, Wai Keen Vong

arxiv:2310.09612 v2 · 2023-10-14 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MACZWXECHFMDI32XIZ2E4526AZ}

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	2026-07-05T11:51:13.940868Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60059b5c823958346f5746744e775e0677ba7db4bc65bf4a3ed73819e85742a7

Aliases

arxiv: 2310.09612 · arxiv_version: 2310.09612v2 · doi: 10.48550/arxiv.2310.09612 · pith_short_12: MACZWXECHFMD · pith_short_16: MACZWXECHFMDI32X · pith_short_8: MACZWXEC

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/MACZWXECHFMDI32XIZ2E4526AZ \
  | 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: 60059b5c823958346f5746744e775e0677ba7db4bc65bf4a3ed73819e85742a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66a40dc779ad5bc23b813afa2614f32d89dd5f5e30a92e0280ccd26483226e62",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-10-14T16:28:57Z",
    "title_canon_sha256": "3d0daeef1f26ab9b80fda2e1e3605171a8876a49b6370a07469e3e779c47dc45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.09612",
    "kind": "arxiv",
    "version": 2
  }
}