Pith Number

pith:PMPLY3QM

pith:2024:PMPLY3QMGHBOE3DEED7JR2FDC3

not attested not anchored not stored refs pending

Data-Centric Approach to Constrained Machine Learning: A Case Study on Conway's Game of Life

Anton Bibin, Anton Dereventsov

arxiv:2408.12778 v1 · 2024-08-23 · cs.LG · cs.AI · cs.CV · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PMPLY3QMGHBOE3DEED7JR2FDC3}

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 Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling

Receipt and verification

First computed	2026-07-05T08:58:30.215473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b1ebc6e0c31c2e26c6420fe98e8a316e91cd9097cba81f79186611a4f36fc3c

Aliases

arxiv: 2408.12778 · arxiv_version: 2408.12778v1 · doi: 10.48550/arxiv.2408.12778 · pith_short_12: PMPLY3QMGHBO · pith_short_16: PMPLY3QMGHBOE3DE · pith_short_8: PMPLY3QM

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/PMPLY3QMGHBOE3DEED7JR2FDC3 \
  | 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: 7b1ebc6e0c31c2e26c6420fe98e8a316e91cd9097cba81f79186611a4f36fc3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4d7b3e2cbfd0531872043588dc5eaa1cec38615fd43745d488bd850bf4a4f1f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-23T00:56:34Z",
    "title_canon_sha256": "eec01baffdb9749f534cf538c9528c2dc08eaecdf071a67859c8b0ac04365ceb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.12778",
    "kind": "arxiv",
    "version": 1
  }
}