Pith Number

pith:RG6K2SBI

pith:2023:RG6K2SBIBFOYGJWKMD5QVT53GJ

not attested not anchored not stored refs pending

Scaling Laws for Associative Memories

Alberto Bietti, Elvis Dohmatob, Vivien Cabannes

arxiv:2310.02984 v2 · 2023-10-04 · stat.ML · cs.AI · cs.CL · cs.LG · 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{RG6K2SBIBFOYGJWKMD5QVT53GJ}

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

Provable Knowledge Acquisition and Extraction in One-Layer Transformers

Sharp Capacity Thresholds in Linear Associative Memory: From Winner-Take-All to Listwise Retrieval

Receipt and verification

First computed	2026-07-05T07:47:26.873313Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89bcad4828095d8326ca60fb0acfbb32678f92e2b02c274d07fb2b7ffce2aa21

Aliases

arxiv: 2310.02984 · arxiv_version: 2310.02984v2 · doi: 10.48550/arxiv.2310.02984 · pith_short_12: RG6K2SBIBFOY · pith_short_16: RG6K2SBIBFOYGJWK · pith_short_8: RG6K2SBI

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/RG6K2SBIBFOYGJWKMD5QVT53GJ \
  | 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: 89bcad4828095d8326ca60fb0acfbb32678f92e2b02c274d07fb2b7ffce2aa21

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f351968e1e7121429ef0ad57650d41e783d4d748e241fcc6e07f64d5e450e34b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-10-04T17:20:34Z",
    "title_canon_sha256": "c0e04df4eb8f2df819efe4aaa352127911af69df21e02356dee74f94c1d1c180"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02984",
    "kind": "arxiv",
    "version": 2
  }
}