Pith Number

pith:VGC6KMXO

pith:2022:VGC6KMXOIX4TKQJSXCIPACCPIK

not attested not anchored not stored refs pending

A Unified Contrastive Energy-based Model for Understanding the Generative Ability of Adversarial Training

Jiansheng Yang, Yifei Wang, Yisen Wang, Zhouchen Lin

arxiv:2203.13455 v1 · 2022-03-25 · cs.LG · cs.CV · stat.ML

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\usepackage{pith}
\pithnumber{VGC6KMXOIX4TKQJSXCIPACCPIK}

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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.

Cited by

1 paper in Pith

Graph Structure Refinement with Energy-based Contrastive Learning

Receipt and verification

First computed	2026-07-05T04:08:32.238818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a985e532ee45f9354132b890f0084f4295cbbe2541d2fc5f64d46573d4fbd3a1

Aliases

arxiv: 2203.13455 · arxiv_version: 2203.13455v1 · doi: 10.48550/arxiv.2203.13455 · pith_short_12: VGC6KMXOIX4T · pith_short_16: VGC6KMXOIX4TKQJS · pith_short_8: VGC6KMXO

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/VGC6KMXOIX4TKQJSXCIPACCPIK \
  | 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: a985e532ee45f9354132b890f0084f4295cbbe2541d2fc5f64d46573d4fbd3a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0eee1f000c732281e2ff0d8b18581c85b28e36061995f8e2d1046d7cffb03be9",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-25T05:33:34Z",
    "title_canon_sha256": "e077463f4e1b56ccf4f52771abc91a1ab4ef87c669ab678caf292892fffa4a22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.13455",
    "kind": "arxiv",
    "version": 1
  }
}