Pith Number

pith:NRZHZKP7

pith:2024:NRZHZKP72BUTKXTA7DIH4NKAPC

not attested not anchored not stored refs pending

Transformers As Approximations of Solomonoff Induction

Michael Witbrock, Nathan Young

arxiv:2408.12065 v1 · 2024-08-22 · cs.AI

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

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\usepackage{pith}
\pithnumber{NRZHZKP72BUTKXTA7DIH4NKAPC}

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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

Hierarchical Solomonoff Induction: An Unbounded Machine Learning Model

Receipt and verification

First computed	2026-07-05T08:58:03.347665Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c727ca9ffd069355e60f8d07e354078937d175ce8f850cffc643bfb23743f87

Aliases

arxiv: 2408.12065 · arxiv_version: 2408.12065v1 · doi: 10.48550/arxiv.2408.12065 · pith_short_12: NRZHZKP72BUT · pith_short_16: NRZHZKP72BUTKXTA · pith_short_8: NRZHZKP7

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/NRZHZKP72BUTKXTA7DIH4NKAPC \
  | 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: 6c727ca9ffd069355e60f8d07e354078937d175ce8f850cffc643bfb23743f87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d9ee9115dcf1b602050b359207ac2c007d844d9626ebb76502d2e7fa473c7a2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-08-22T02:05:44Z",
    "title_canon_sha256": "ee953a05a1664139d8b54480397aa0932528b852bebdcd61a4c323e3a0346596"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.12065",
    "kind": "arxiv",
    "version": 1
  }
}