Pith Number

pith:U7D35KPF

pith:2024:U7D35KPF7PVBBP36IHAFLSG6GY

not attested not anchored not stored refs pending

Incremental and Data-Efficient Concept Formation to Support Masked Word Prediction

Christopher J. MacLellan, Nishant Baglodi, Xin Lian

arxiv:2409.12440 v1 · 2024-09-19 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U7D35KPF7PVBBP36IHAFLSG6GY}

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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

Taxonomic Networks: A Representation for Neuro-Symbolic Pairing

Receipt and verification

First computed	2026-07-05T09:08:54.312344Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7c7bea9e5fbea10bf7e41c055c8de36338c75c83467eeac45b936a0b34b6a9c

Aliases

arxiv: 2409.12440 · arxiv_version: 2409.12440v1 · doi: 10.48550/arxiv.2409.12440 · pith_short_12: U7D35KPF7PVB · pith_short_16: U7D35KPF7PVBBP36 · pith_short_8: U7D35KPF

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/U7D35KPF7PVBBP36IHAFLSG6GY \
  | 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: a7c7bea9e5fbea10bf7e41c055c8de36338c75c83467eeac45b936a0b34b6a9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10f0af1f485696478c3ec2167b50859e84b0cb5890bc805bb98171ee21f01f19",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-19T03:48:31Z",
    "title_canon_sha256": "a5217b279d937075656f697eb06b9f39de27314931f227e9d229b7fd77be66f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12440",
    "kind": "arxiv",
    "version": 1
  }
}