Pith Number

pith:4DFFTYRL

pith:2024:4DFFTYRL4UMPJBXP5Q7VR6GYYK

not attested not anchored not stored refs pending

Pre-trained Multiple Latent Variable Generative Models are good defenders against Adversarial Attacks

Alessio Del Bue, Dario Serez, Marco Cristani, Pietro Morerio, Vittorio Murino

arxiv:2412.03453 v1 · 2024-12-04 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4DFFTYRL4UMPJBXP5Q7VR6GYYK}

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	2026-07-05T09:44:29.680416Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0ca59e22be518f486efec3f58f8d8c297ebd0eafb9ac4d0e08b72eccad2ec76

Aliases

arxiv: 2412.03453 · arxiv_version: 2412.03453v1 · doi: 10.48550/arxiv.2412.03453 · pith_short_12: 4DFFTYRL4UMP · pith_short_16: 4DFFTYRL4UMPJBXP · pith_short_8: 4DFFTYRL

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/4DFFTYRL4UMPJBXP5Q7VR6GYYK \
  | 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: e0ca59e22be518f486efec3f58f8d8c297ebd0eafb9ac4d0e08b72eccad2ec76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f095ddd6c0a6237e8dc1641d512a52bc923b49403597b18f93f0f5e0b33351ff",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-04T16:40:56Z",
    "title_canon_sha256": "dc7d2641a6fc2a52331afc1d3c6342c047ecbd69a754c5ac5d8b616595a7c11d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03453",
    "kind": "arxiv",
    "version": 1
  }
}