Pith Number

pith:PPSYQZJN

pith:2025:PPSYQZJNECN4KSJKXEFYUPTDMX

not attested not anchored not stored refs pending

Mitigating Attention Localization in Small Scale: Self-Attention Refinement via One-step Belief Propagation

Hyewon Jo, Jin Woo Koo, Jungwoo Lee, Minhae Oh, Nakyung Lee, Suhwan Kim, Yeongoon Kim

arxiv:2509.07324 v1 · 2025-09-09 · cs.CL · 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{PPSYQZJNECN4KSJKXEFYUPTDMX}

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	2026-07-05T12:07:19.595707Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7be588652d209bc5492ab90b8a3e6365f1a90a891288fdebf447a0a54dded345

Aliases

arxiv: 2509.07324 · arxiv_version: 2509.07324v1 · doi: 10.48550/arxiv.2509.07324 · pith_short_12: PPSYQZJNECN4 · pith_short_16: PPSYQZJNECN4KSJK · pith_short_8: PPSYQZJN

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/PPSYQZJNECN4KSJKXEFYUPTDMX \
  | 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: 7be588652d209bc5492ab90b8a3e6365f1a90a891288fdebf447a0a54dded345

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5e51afd2aa26d8b349e2ea76a160e591d5e51b6157ac5c19a3094640b23db09",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-09-09T01:43:48Z",
    "title_canon_sha256": "dfb7b658d9df6025eff9e1eeb6271683a6ac8b12ef8bdfaf3f44547cf3486a24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.07324",
    "kind": "arxiv",
    "version": 1
  }
}