Pith Number

pith:XXPUVHHW

pith:2024:XXPUVHHWM4E322U6NX7BMXGL7S

not attested not anchored not stored refs pending

Unified Local and Global Attention Interaction Modeling for Vision Transformers

Corey Toler-Franklin, Coy D. Heldermon, Tan Nguyen

arxiv:2412.18778 v1 · 2024-12-25 · cs.CV · cs.AI · 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{XXPUVHHWM4E322U6NX7BMXGL7S}

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	2026-07-05T09:54:10.691028Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bddf4a9cf66709bd6a9e6dfe165ccbfc9221385a1c34552a61341768fd9b8463

Aliases

arxiv: 2412.18778 · arxiv_version: 2412.18778v1 · doi: 10.48550/arxiv.2412.18778 · pith_short_12: XXPUVHHWM4E3 · pith_short_16: XXPUVHHWM4E322U6 · pith_short_8: XXPUVHHW

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/XXPUVHHWM4E322U6NX7BMXGL7S \
  | 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: bddf4a9cf66709bd6a9e6dfe165ccbfc9221385a1c34552a61341768fd9b8463

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44a45aabd5b0bee2852a7f05b984987e9ad2cdde40045c7c8f5e213d4af784be",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-25T04:53:19Z",
    "title_canon_sha256": "d57670c4b58348ab97e7b61f62ea9db7e63674f08566ac7f926d2a819f7c6adf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18778",
    "kind": "arxiv",
    "version": 1
  }
}