Pith Number

pith:KJUTFWPB

pith:2023:KJUTFWPB7ZR6GTEV54M7MMGNWN

not attested not anchored not stored refs pending

Alternatives to the Scaled Dot Product for Attention in the Transformer Neural Network Architecture

James Bernhard

arxiv:2311.09406 v1 · 2023-11-15 · cs.LG · cs.CL · 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{KJUTFWPB7ZR6GTEV54M7MMGNWN}

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.

Receipt and verification

First computed	2026-07-05T07:13:27.535488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

526932d9e1fe63e34c95ef19f630cdb359a7c6b23014262a02af2d8457f1a36b

Aliases

arxiv: 2311.09406 · arxiv_version: 2311.09406v1 · doi: 10.48550/arxiv.2311.09406 · pith_short_12: KJUTFWPB7ZR6 · pith_short_16: KJUTFWPB7ZR6GTEV · pith_short_8: KJUTFWPB

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/KJUTFWPB7ZR6GTEV54M7MMGNWN \
  | 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: 526932d9e1fe63e34c95ef19f630cdb359a7c6b23014262a02af2d8457f1a36b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9ffd1e3c005c67218473875266994786a0b8ee2b1e93b5f3809e84b27cd87bc",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-15T22:10:42Z",
    "title_canon_sha256": "bc6628faae27d8816ab9090e2952fdb89a8dc7ee5485ba34075125b87c050ce6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09406",
    "kind": "arxiv",
    "version": 1
  }
}