Pith Number

pith:66QJSITE

pith:2025:66QJSITEHF7FNB2CCW3OEWFBFG

not attested not anchored not stored refs pending

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization

Guannan Qu, Muhammed Ustaomeroglu

arxiv:2506.06179 v1 · 2025-06-06 · cs.LG · 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{66QJSITEHF7FNB2CCW3OEWFBFG}

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	2026-07-05T11:17:27.004767Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7a0992264397e56874215b6e258a12998795164151fabfce45eac2700c70ed5

Aliases

arxiv: 2506.06179 · arxiv_version: 2506.06179v1 · doi: 10.48550/arxiv.2506.06179 · pith_short_12: 66QJSITEHF7F · pith_short_16: 66QJSITEHF7FNB2C · pith_short_8: 66QJSITE

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/66QJSITEHF7FNB2CCW3OEWFBFG \
  | 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: f7a0992264397e56874215b6e258a12998795164151fabfce45eac2700c70ed5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0b00e6e47f031a9023464f5c70c15deb7581a7293249b40b97b107922abbc28",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-06T15:44:10Z",
    "title_canon_sha256": "cea95965ac00cb543131d42152dbc8b9c07472c9d2e8badeb753561ee81eab1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.06179",
    "kind": "arxiv",
    "version": 1
  }
}