Pith Number

pith:PUMQTVQH

pith:2024:PUMQTVQH3MU625AQQKUSWMJVKE

not attested not anchored not stored refs pending

Self-attention Networks Localize When QK-eigenspectrum Concentrates

Han Bao, Ryo Karakida, Ryuichiro Hataya

arxiv:2402.02098 v1 · 2024-02-03 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PUMQTVQH3MU625AQQKUSWMJVKE}

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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

Physics- and geometry-aware spatio-spectral graph neural operator for time-independent and time-dependent PDEs

Receipt and verification

First computed	2026-07-05T07:41:10.928150Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d1909d607db29ed741082a92b31355139b6ee25bcdef1edd77e229a45086b77

Aliases

arxiv: 2402.02098 · arxiv_version: 2402.02098v1 · doi: 10.48550/arxiv.2402.02098 · pith_short_12: PUMQTVQH3MU6 · pith_short_16: PUMQTVQH3MU625AQ · pith_short_8: PUMQTVQH

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/PUMQTVQH3MU625AQQKUSWMJVKE \
  | 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: 7d1909d607db29ed741082a92b31355139b6ee25bcdef1edd77e229a45086b77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b3685b0c7fabdd955a9f5313e933bd46b0eb745b4c946fb4400512a85929ad5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-03T09:35:53Z",
    "title_canon_sha256": "a8b50cdf292ad0f212e058c6eb4720a38f760f77221eeaf7ab5f804b462e086d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02098",
    "kind": "arxiv",
    "version": 1
  }
}