Pith Number

pith:NOITT5AN

pith:2021:NOITT5ANB73HZA6G4RIM3W3KDY

not attested not anchored not stored refs pending

Tackling the Generative Learning Trilemma with Denoising Diffusion GANs

Arash Vahdat, Karsten Kreis, Zhisheng Xiao

arxiv:2112.07804 v2 · 2021-12-15 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NOITT5ANB73HZA6G4RIM3W3KDY}

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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

11 papers in Pith

Safe Few-Step Generation via Velocity Editing

The Reward Was in Your Data All Along: Correcting Flow Matching with Discriminator-Guided RL

A Systematic Benchmark of Intraoperative Ultrasound-to-MR Synthesis for Brain Tumour Surgery

The Score-Difference Flow for Implicit Generative Modeling

DOLLAR: Few-Step Video Generation via Distillation and Latent Reward Optimization

Receipt and verification

First computed	2026-07-05T04:11:29.346160Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b9139f40d0ff67c83c6e450cddb6a1e3279672585a73adc76e838fd4e69dbb1

Aliases

arxiv: 2112.07804 · arxiv_version: 2112.07804v2 · doi: 10.48550/arxiv.2112.07804 · pith_short_12: NOITT5ANB73H · pith_short_16: NOITT5ANB73HZA6G · pith_short_8: NOITT5AN

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/NOITT5ANB73HZA6G4RIM3W3KDY \
  | 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: 6b9139f40d0ff67c83c6e450cddb6a1e3279672585a73adc76e838fd4e69dbb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19c0c849ebdda78ac483eeb07e58b0764678ce30451a6ee45406c86741eba466",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-15T00:09:38Z",
    "title_canon_sha256": "2c2dbf292a387b20b1c185c985bce37090b4bfe383d3c6caa45b47980eb5825d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.07804",
    "kind": "arxiv",
    "version": 2
  }
}