Pith Number

pith:OH6BTSRI

pith:2025:OH6BTSRIMIVBDYYGITGCJF7EZX

not attested not anchored not stored refs pending

A Framework for Non-Linear Attention via Modern Hopfield Networks

Ahmed Farooq

arxiv:2506.11043 v1 · 2025-05-21 · stat.ML · 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{OH6BTSRIMIVBDYYGITGCJF7EZX}

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

From Self-Attention to Connection Laplacian: A Unified Operator View of Transformers

Receipt and verification

First computed	2026-07-05T11:20:58.424409Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71fc19ca28622a11e30644cc2497e4cdf2e83352a6e876bdd0f09292e9a8a87c

Aliases

arxiv: 2506.11043 · arxiv_version: 2506.11043v1 · doi: 10.48550/arxiv.2506.11043 · pith_short_12: OH6BTSRIMIVB · pith_short_16: OH6BTSRIMIVBDYYG · pith_short_8: OH6BTSRI

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/OH6BTSRIMIVBDYYGITGCJF7EZX \
  | 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: 71fc19ca28622a11e30644cc2497e4cdf2e83352a6e876bdd0f09292e9a8a87c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa298b9d3a6a8b3664650ce1249c4982c301e98fa06b9e3b973d79588690412b",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-21T10:33:01Z",
    "title_canon_sha256": "5f2b0c5b40308e95360fb30b75c9b258f7b78299e48e1b6e407fa28b4bb1f241"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11043",
    "kind": "arxiv",
    "version": 1
  }
}