Pith. sign in
Pith Number

pith:4NWIO2QP

pith:2025:4NWIO2QPUMXVZBJA6JHOWO573O
not attested not anchored not stored refs pending

VORTEX: Challenging CNNs at Texture Recognition by using Vision Transformers with Orderless and Randomized Token Encodings

Emir Konuk, Kallil M. Zielinski, Kevin Smith, Leonardo Scabini, Lucas C. Ribas, Odemir M. Bruno, Ricardo T. Fares

arxiv:2503.06368 v1 · 2025-03-09 · cs.CV · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4NWIO2QPUMXVZBJA6JHOWO573O}

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 2026-07-05T10:27:31.706229Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e36c876a0fa32f5c8520f24eeb3bbfdba6dd93dfdfc239c2caa841f8d6c50dac

Aliases

arxiv: 2503.06368 · arxiv_version: 2503.06368v1 · doi: 10.48550/arxiv.2503.06368 · pith_short_12: 4NWIO2QPUMXV · pith_short_16: 4NWIO2QPUMXVZBJA · pith_short_8: 4NWIO2QP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4NWIO2QPUMXVZBJA6JHOWO573O \
  | 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: e36c876a0fa32f5c8520f24eeb3bbfdba6dd93dfdfc239c2caa841f8d6c50dac
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b07281436e9ac75277ff3d24d5b02c342c2f7159f96cdd6e92b03304be325da7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-09T00:36:02Z",
    "title_canon_sha256": "04a4582ef897f71396909d55d7672f8d6891f9ac2b03ddb2e87866ce7a82318f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06368",
    "kind": "arxiv",
    "version": 1
  }
}