Pith. sign in
Pith Number

pith:76XNSF5S

pith:2024:76XNSF5SHWRFTDS3GSYN773XHI
not attested not anchored not stored refs pending

Robust image classification with multi-modal large language models

Angelo Sotgiu, Antonio Emanuele Cin\`a, Dario Lazzaro, Fabio Roli, Francesco Villani, Igor Maljkovic

arxiv:2412.10353 v2 · 2024-12-13 · cs.CV · cs.CR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{76XNSF5SHWRFTDS3GSYN773XHI}

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 2026-07-05T10:50:46.011921Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ffaed917b23da2598e5b34b0dfff773a21b9f83cc77db7871224a35bc8c49b25

Aliases

arxiv: 2412.10353 · arxiv_version: 2412.10353v2 · doi: 10.48550/arxiv.2412.10353 · pith_short_12: 76XNSF5SHWRF · pith_short_16: 76XNSF5SHWRFTDS3 · pith_short_8: 76XNSF5S
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/76XNSF5SHWRFTDS3GSYN773XHI \
  | 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: ffaed917b23da2598e5b34b0dfff773a21b9f83cc77db7871224a35bc8c49b25
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2b75f5c2b1bc6f55675213ff8d718c4e615eac5f40e6b4f41ede39a8977996d7",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-13T18:49:25Z",
    "title_canon_sha256": "53ae165a6c1d872f93af2518cbc2f48bcef7a0c3db12be0e7bc2bbba3ee2034c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10353",
    "kind": "arxiv",
    "version": 2
  }
}