Pith Number

pith:BADGUICT

pith:2024:BADGUICTYN5EXUF6VZVOLX3WHH

not attested not anchored not stored refs pending

From Cognition to Computation: A Comparative Review of Human Attention and Transformer Architectures

Dehong Xu, Minglu Zhao, Tao Gao

arxiv:2407.01548 v1 · 2024-04-25 · q-bio.OT · 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{BADGUICTYN5EXUF6VZVOLX3WHH}

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	2026-07-05T08:39:01.858004Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08066a2053c37a4bd0beae6ae5df7639e0d6b234ced717918f486e18c897f012

Aliases

arxiv: 2407.01548 · arxiv_version: 2407.01548v1 · doi: 10.48550/arxiv.2407.01548 · pith_short_12: BADGUICTYN5E · pith_short_16: BADGUICTYN5EXUF6 · pith_short_8: BADGUICT

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/BADGUICTYN5EXUF6VZVOLX3WHH \
  | 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: 08066a2053c37a4bd0beae6ae5df7639e0d6b234ced717918f486e18c897f012

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c76816db4f1f5b16ef34a3080ae954fb32f4e2ba717f2f028a743059a8298c27",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-bio.OT",
    "submitted_at": "2024-04-25T05:13:38Z",
    "title_canon_sha256": "3ae49d916028084cd48ddeea3fb100fda8a7fbf11c90399666ca9d39e8f2818c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01548",
    "kind": "arxiv",
    "version": 1
  }
}