Pith Number

pith:YVY4YUN7

pith:2025:YVY4YUN7IRVLLNRR2UFTKWIJ6F

not attested not anchored not stored refs pending

Relational inductive biases on attention mechanisms

Alexis Cervantes, Jos\'e Luis Almanzara, Ulises Rodr\'iguez-Dom\'inguez, Ver\'onica E. Arriola, V\'ictor Mijangos, Ximena Gutierrez-Vasques

arxiv:2507.04117 v1 · 2025-07-05 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YVY4YUN7IRVLLNRR2UFTKWIJ6F}

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	2026-07-05T11:32:42.237475Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c571cc51bf446ab5b631d50b355909f174bdedbed620b157b5d961506b12d294

Aliases

arxiv: 2507.04117 · arxiv_version: 2507.04117v1 · doi: 10.48550/arxiv.2507.04117 · pith_short_12: YVY4YUN7IRVL · pith_short_16: YVY4YUN7IRVLLNRR · pith_short_8: YVY4YUN7

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/YVY4YUN7IRVLLNRR2UFTKWIJ6F \
  | 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: c571cc51bf446ab5b631d50b355909f174bdedbed620b157b5d961506b12d294

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac8022fd8bf9652e9341ab65182e48ccbc6600b875c3dc062e6eaa583a1bdaff",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-05T17:46:52Z",
    "title_canon_sha256": "5d549c361e770d716a6caf4a0da2c7c57c3c20b612d0b93e8531ce65b833a754"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04117",
    "kind": "arxiv",
    "version": 1
  }
}