Pith Number

pith:S42TU3VN

pith:2020:S42TU3VNBEEU4D36AE2UU5YM2U

not attested not anchored not stored refs pending

Your GAN is Secretly an Energy-based Model and You Should use Discriminator Driven Latent Sampling

Hugo Larochelle, Jascha Sohl-Dickstein, Liam Paull, Ruixiang Zhang, Tong Che, Yoshua Bengio, Yuan Cao

arxiv:2003.06060 v3 · 2020-03-12 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S42TU3VNBEEU4D36AE2UU5YM2U}

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.

Cited by

1 paper in Pith

Denoising Diffusion Probabilistic Models

Receipt and verification

First computed	2026-07-05T02:55:51.750845Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97353a6ead09094e0f7e01354a770cd51345ed8a3fc4ceff0e0dd0e4d074691c

Aliases

arxiv: 2003.06060 · arxiv_version: 2003.06060v3 · doi: 10.48550/arxiv.2003.06060 · pith_short_12: S42TU3VNBEEU · pith_short_16: S42TU3VNBEEU4D36 · pith_short_8: S42TU3VN

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/S42TU3VNBEEU4D36AE2UU5YM2U \
  | 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: 97353a6ead09094e0f7e01354a770cd51345ed8a3fc4ceff0e0dd0e4d074691c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d90a916d90ca1439c4e3cf2e534d580c82d69bb0186f400217bb8fa148a33655",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-12T23:33:50Z",
    "title_canon_sha256": "1047aa841f2d243bed0e4c6f89e44f2c2dd70cb30d3f48d006de596af92381cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.06060",
    "kind": "arxiv",
    "version": 3
  }
}