Pith Number

pith:M4FAIGRY

pith:2024:M4FAIGRYZBYSMC6SZYIYTWHTJD

not attested not anchored not stored refs pending

Transformers meet Neural Algorithmic Reasoners

Alex Vitvitskyi, Andrew Dudzik, Borja Ibarz, Jessica B. Hamrick, Larisa Markeeva, Petar Veli\v{c}kovi\'c, Razvan Pascanu, Wilfried Bounsi

arxiv:2406.09308 v1 · 2024-06-13 · cs.CL · 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{M4FAIGRYZBYSMC6SZYIYTWHTJD}

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

2 papers in Pith

Inductive Generalization for Robotic Manipulation

Hierarchical Reasoning Model

Receipt and verification

First computed	2026-07-05T08:31:31.337199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

670a041a38c871260bd2ce1189d8f348e336e2c1f0cae9b2e7292ae9ac10a370

Aliases

arxiv: 2406.09308 · arxiv_version: 2406.09308v1 · doi: 10.48550/arxiv.2406.09308 · pith_short_12: M4FAIGRYZBYS · pith_short_16: M4FAIGRYZBYSMC6S · pith_short_8: M4FAIGRY

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/M4FAIGRYZBYSMC6SZYIYTWHTJD \
  | 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: 670a041a38c871260bd2ce1189d8f348e336e2c1f0cae9b2e7292ae9ac10a370

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab5938cb92cedc48726727dcb92e6c548e3e7cd9f8f05fbb040ca2488b139676",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-13T16:42:06Z",
    "title_canon_sha256": "af4c3ac6720bc6978216c6cc51ec0e3238e1b36776728fb5b20ee8ed52280f09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09308",
    "kind": "arxiv",
    "version": 1
  }
}