Pith Number

pith:LVZYY4UP

pith:2024:LVZYY4UP672FLPA4HGHXC7FOLA

not attested not anchored not stored refs pending

Learning Associative Memories with Gradient Descent

Alberto Bietti, Berfin Simsek, Vivien Cabannes

arxiv:2402.18724 v1 · 2024-02-28 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LVZYY4UP672FLPA4HGHXC7FOLA}

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 Top-1 Retrieval to Tail-Average Learning

Receipt and verification

First computed	2026-07-05T07:50:26.568391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d738c728ff7f455bc1c398f717cae5809a57d1d6695333d0cdf02ed79131df5

Aliases

arxiv: 2402.18724 · arxiv_version: 2402.18724v1 · doi: 10.48550/arxiv.2402.18724 · pith_short_12: LVZYY4UP672F · pith_short_16: LVZYY4UP672FLPA4 · pith_short_8: LVZYY4UP

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/LVZYY4UP672FLPA4HGHXC7FOLA \
  | 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: 5d738c728ff7f455bc1c398f717cae5809a57d1d6695333d0cdf02ed79131df5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ca2980d179a2e8eb71d47d8e7df519b960fde6bef5f777024e0cb3c14aeab30",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-28T21:47:30Z",
    "title_canon_sha256": "b58bb70d3c907f8a0a83b369ce8861b66c4ee4b0cc71723a4f209cb56a4131ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.18724",
    "kind": "arxiv",
    "version": 1
  }
}