Pith. sign in
Pith Number

pith:BFUOLKBI

pith:2025:BFUOLKBIVV7VL6WBQOKJSPGRNP
not attested not anchored not stored refs pending

Understanding Adversarial Training with Energy-based Models

Filippo Bartolucci, Giuseppe Lisanti, Iacopo Masi, Maria Rosaria Briglia, Mujtaba Hussain Mirza, Senad Beadini

arxiv:2505.22486 v1 · 2025-05-28 · cs.LG · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BFUOLKBIVV7VL6WBQOKJSPGRNP}

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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 2026-07-05T11:11:25.052148Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0968e5a828ad7f55fac18394993cd16bf193b3d12821be882bde177b1a3d5d77

Aliases

arxiv: 2505.22486 · arxiv_version: 2505.22486v1 · doi: 10.48550/arxiv.2505.22486 · pith_short_12: BFUOLKBIVV7V · pith_short_16: BFUOLKBIVV7VL6WB · pith_short_8: BFUOLKBI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BFUOLKBIVV7VL6WBQOKJSPGRNP \
  | 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: 0968e5a828ad7f55fac18394993cd16bf193b3d12821be882bde177b1a3d5d77
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "17ac82187480ed083eb6b7a08d148df0e9952f5031b1884c50d5c6600eef174b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-28T15:36:02Z",
    "title_canon_sha256": "30fc7666636bd7718bf46f94e7eb3bc98f32af12b3c1ba4a1154a30a655b0a47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22486",
    "kind": "arxiv",
    "version": 1
  }
}