Pith Number

pith:W6JHQXSF

pith:2022:W6JHQXSFIAK7YXHINZT6TACRKL

not attested not anchored not stored refs pending

A Generalist Neural Algorithmic Learner

Alex Vitvitskyi, Andreea Deac, Andrew Dudzik, Beatrice Bevilacqua, Borja Ibarz, Charles Blundell, George Papamakarios, Kyriacos Nikiforou, Matko Bo\v{s}njak, Mehdi Bennani, Petar Veli\v{c}kovi\'c, R\'obert Csord\'as, Vitaly Kurin, Yaroslav Ganin, Yulia Rubanova

arxiv:2209.11142 v2 · 2022-09-22 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W6JHQXSFIAK7YXHINZT6TACRKL}

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

Prognostic Value of Lung Ultrasound Biomarkers for Readmission Risk in Congestive Heart Failure: A Pilot Data-Driven Analysis

Receipt and verification

First computed	2026-07-05T05:22:11.004021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b792785e454015fc5ce86e67e9805152c223ade56bbb75881b8694a9296f6e61

Aliases

arxiv: 2209.11142 · arxiv_version: 2209.11142v2 · doi: 10.48550/arxiv.2209.11142 · pith_short_12: W6JHQXSFIAK7 · pith_short_16: W6JHQXSFIAK7YXHI · pith_short_8: W6JHQXSF

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/W6JHQXSFIAK7YXHINZT6TACRKL \
  | 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: b792785e454015fc5ce86e67e9805152c223ade56bbb75881b8694a9296f6e61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d085f067db454820cec41ea08fe307fc5c17ce01561033dd0930eb9cbfda2ec",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-22T16:41:33Z",
    "title_canon_sha256": "d266a3e1d7002eb6e846b698f9e2b9b06956b4739ae4d33c7a4524bd3b8c183a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.11142",
    "kind": "arxiv",
    "version": 2
  }
}