Pith Number

pith:3XGZX4YR

pith:2025:3XGZX4YRFAYQPWP3FTEYSORAUI

not attested not anchored not stored refs pending

Attention-Only Transformers via Unrolled Subspace Denoising

Druv Pai, Peng Wang, Qing Qu, Yaodong Yu, Yifu Lu, Yi Ma

arxiv:2506.03790 v1 · 2025-06-04 · 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{3XGZX4YRFAYQPWP3FTEYSORAUI}

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

Robust Filter Attention: Self-Attention as Precision-Weighted State Estimation

The Transformer as a Polar State Estimator

Receipt and verification

First computed	2026-07-05T11:15:51.880006Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ddcd9bf311283107d9fb2cc9893a20a22c491b8b74142d3f346304c115838f6d

Aliases

arxiv: 2506.03790 · arxiv_version: 2506.03790v1 · doi: 10.48550/arxiv.2506.03790 · pith_short_12: 3XGZX4YRFAYQ · pith_short_16: 3XGZX4YRFAYQPWP3 · pith_short_8: 3XGZX4YR

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/3XGZX4YRFAYQPWP3FTEYSORAUI \
  | 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: ddcd9bf311283107d9fb2cc9893a20a22c491b8b74142d3f346304c115838f6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b90cb27f5218e2e145764475369ec204606019f3b3ba1430bccdefa5ea0f0ac",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-04T09:53:14Z",
    "title_canon_sha256": "a9352769f7e1a3b206263e5278bac176e2577ee26079700af9d65d403a0570c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03790",
    "kind": "arxiv",
    "version": 1
  }
}