Pith Number

pith:ZIJBZHFE

pith:2024:ZIJBZHFEID4X44AVYKCSBBTFHX

not attested not anchored not stored refs pending

On the Markov Property of Neural Algorithmic Reasoning: Analyses and Methods

Alexandra Saxton, Meng Liu, Montgomery Bohde, Shuiwang Ji

arxiv:2403.04929 v1 · 2024-03-07 · cs.LG · cs.AI · 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{ZIJBZHFEID4X44AVYKCSBBTFHX}

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

Beyond Interpolation: Extrapolative Reasoning with Reinforcement Learning and Graph Neural Networks

Receipt and verification

First computed	2026-07-05T07:53:36.114206Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca121c9ca440f97e7015c2852086653dd7992c0636bc62ce3f70b491aa8be034

Aliases

arxiv: 2403.04929 · arxiv_version: 2403.04929v1 · doi: 10.48550/arxiv.2403.04929 · pith_short_12: ZIJBZHFEID4X · pith_short_16: ZIJBZHFEID4X44AV · pith_short_8: ZIJBZHFE

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/ZIJBZHFEID4X44AVYKCSBBTFHX \
  | 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: ca121c9ca440f97e7015c2852086653dd7992c0636bc62ce3f70b491aa8be034

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1fe9b42e9ff6536d422b3379597431b44b218bc18e2204b8dbbe08c3ad5c4c0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-07T22:35:22Z",
    "title_canon_sha256": "3d58084969c709e6685783bc9f4042c1084bb4749b5cfa68f9d2dd03c8c18efc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.04929",
    "kind": "arxiv",
    "version": 1
  }
}