Pith Number

pith:LE3AVMY5

pith:2024:LE3AVMY562JIN75FHCQFJBB2BN

not attested not anchored not stored refs pending

Interpreting and Improving Attention From the Perspective of Large Kernel Convolution

Boheng Zeng, Chaoning Zhang, Chenghao Li, Heng Tao Shen, Jirui Liu, Lingyun Zhu, Pengbo Shi, Qingzi Chen, Yang Yang, Yi Lu

arxiv:2401.05738 v3 · 2024-01-11 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LE3AVMY562JIN75FHCQFJBB2BN}

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	2026-07-05T09:42:22.003453Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59360ab31df69286ffa538a054843a0b783676fc5cd9187e340d8f0e0f4aa651

Aliases

arxiv: 2401.05738 · arxiv_version: 2401.05738v3 · doi: 10.48550/arxiv.2401.05738 · pith_short_12: LE3AVMY562JI · pith_short_16: LE3AVMY562JIN75F · pith_short_8: LE3AVMY5

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/LE3AVMY562JIN75FHCQFJBB2BN \
  | 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: 59360ab31df69286ffa538a054843a0b783676fc5cd9187e340d8f0e0f4aa651

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af532764158ff45918918390edd8dcfca49b47b3e64f834182759df5906f4521",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-11T08:40:35Z",
    "title_canon_sha256": "4cd6f291b8af3c06c923be45e923db04fd11320ff3d9953ed7634716861afca7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.05738",
    "kind": "arxiv",
    "version": 3
  }
}