Pith Number

pith:JKTMPNYO

pith:2025:JKTMPNYOVWMSPKYUCNWQPAYNCM

not attested not anchored not stored refs pending

Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator

Guande He, Huayu Chen, Jun Zhu, Kaiwen Zheng, Ming-Yu Liu, Qinsheng Zhang, Yongxin Chen

arxiv:2503.01103 v3 · 2025-03-03 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JKTMPNYOVWMSPKYUCNWQPAYNCM}

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

5 papers in Pith

Causal-rCM: A Unified Teacher-Forcing and Self-Forcing Open Recipe for Autoregressive Diffusion Distillation in Streaming Video Generation and Interactive World Models

Through the PRISM: Preference Representation in Intermediate States of Video Diffusion Models

Large Scale Diffusion Distillation via Score-Regularized Continuous-Time Consistency

Offline Preference Optimization for Rectified Flow with Noise-Tracked Pairs

Self-Adversarial One Step Generation via Condition Shifting

Receipt and verification

First computed	2026-07-05T11:25:08.411059Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4aa6c7b70ead9927ab14136d07830d131c2936c606406beffe91df6f49a269d1

Aliases

arxiv: 2503.01103 · arxiv_version: 2503.01103v3 · doi: 10.48550/arxiv.2503.01103 · pith_short_12: JKTMPNYOVWMS · pith_short_16: JKTMPNYOVWMSPKYU · pith_short_8: JKTMPNYO

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/JKTMPNYOVWMSPKYUCNWQPAYNCM \
  | 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: 4aa6c7b70ead9927ab14136d07830d131c2936c606406beffe91df6f49a269d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a92ac2bef6d1b254b0222cd43cb87d7bc7b3157cf29e25c16b6df5fbd8bdabb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-03T02:06:22Z",
    "title_canon_sha256": "50def426818874f259cc96780511e607114aca5c8258e8e4511965a808331fa5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01103",
    "kind": "arxiv",
    "version": 3
  }
}