Pith Number

pith:X5DHSEHX

pith:2025:X5DHSEHXZEKEC2E4VYNBV57AAR

not attested not anchored not stored refs pending

Learning Advanced Self-Attention for Linear Transformers in the Singular Value Domain

Hyowon Wi, Jeongwhan Choi, Noseong Park

arxiv:2505.08516 v1 · 2025-05-13 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X5DHSEHXZEKEC2E4VYNBV57AAR}

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	2026-07-05T11:02:31.817015Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf467910f7c91441689cae1a1af7e004784e9217d069002608da07febad1acb4

Aliases

arxiv: 2505.08516 · arxiv_version: 2505.08516v1 · doi: 10.48550/arxiv.2505.08516 · pith_short_12: X5DHSEHXZEKE · pith_short_16: X5DHSEHXZEKEC2E4 · pith_short_8: X5DHSEHX

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/X5DHSEHXZEKEC2E4VYNBV57AAR \
  | 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: bf467910f7c91441689cae1a1af7e004784e9217d069002608da07febad1acb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94e4a73f7c3722051d67e1652e80260738d63be8b329ea646a13723a0de9cc41",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-13T12:48:04Z",
    "title_canon_sha256": "6f9735b163ec893fa85d57a82b5286437b9cbac4b6d105b5cbb5f2abd22f2282"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08516",
    "kind": "arxiv",
    "version": 1
  }
}