Pith Number

pith:MDKUWWXZ

pith:2023:MDKUWWXZXDBV2XC7YBY5MZF73Z

not attested not anchored not stored refs pending

Discovering modular solutions that generalize compositionally

Alexandra Proca, Angelika Steger, Jo\~ao Sacramento, Johannes von Oswald, Maciej Wo{\l}czyk, Razvan Pascanu, Seijin Kobayashi, Simon Schug, Yassir Akram

arxiv:2312.15001 v2 · 2023-12-22 · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MDKUWWXZXDBV2XC7YBY5MZF73Z}

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.

Cited by

1 paper in Pith

There Will Be a Scientific Theory of Deep Learning

Receipt and verification

First computed	2026-07-05T07:59:59.406308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60d54b5af9b8c35d5c5fc071d664bfde5d9a21e353f63607deddd27f6e2dd9f8

Aliases

arxiv: 2312.15001 · arxiv_version: 2312.15001v2 · doi: 10.48550/arxiv.2312.15001 · pith_short_12: MDKUWWXZXDBV · pith_short_16: MDKUWWXZXDBV2XC7 · pith_short_8: MDKUWWXZ

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/MDKUWWXZXDBV2XC7YBY5MZF73Z \
  | 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: 60d54b5af9b8c35d5c5fc071d664bfde5d9a21e353f63607deddd27f6e2dd9f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d8b1fdd9d824dbebf1440544fd408c656ab55c63e6448989be108fe3f2f382e",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-22T16:33:50Z",
    "title_canon_sha256": "c236b86114bc2eb2df5161601eb2e8be15c110c66af6d2e6ee5f4afc3cf9a11b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15001",
    "kind": "arxiv",
    "version": 2
  }
}