Pith Number

pith:SI2PQHNJ

pith:2025:SI2PQHNJG6W2UCGKRJASPSARFL

not attested not anchored not stored refs pending

Transition Models: Rethinking the Generative Learning Objective

Lei Bai, Wanli Ouyang, Xiangyu Yue, Xiaoyu Yue, Yangguang Li, Yiyuan Zhang, Zidong Wang

arxiv:2509.04394 v1 · 2025-09-04 · cs.LG · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SI2PQHNJG6W2UCGKRJASPSARFL}

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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

7 papers in Pith

Trajectory Forcing: Structure-First Generation with Controllable Semantic Trajectories

One-Step Generative Modeling via Wasserstein Gradient Flows

Improved Mean Flows: On the Challenges of Fastforward Generative Models

AnyFlow: Any-Step Video Diffusion Model with On-Policy Flow Map Distillation

One-Step Generative Modeling via Wasserstein Gradient Flows

Receipt and verification

First computed	2026-07-05T12:04:58.866336Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9234f81da937adaa08ca8a4127c8112ac025f8acb34577f66f09830f41343b51

Aliases

arxiv: 2509.04394 · arxiv_version: 2509.04394v1 · doi: 10.48550/arxiv.2509.04394 · pith_short_12: SI2PQHNJG6W2 · pith_short_16: SI2PQHNJG6W2UCGK · pith_short_8: SI2PQHNJ

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/SI2PQHNJG6W2UCGKRJASPSARFL \
  | 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: 9234f81da937adaa08ca8a4127c8112ac025f8acb34577f66f09830f41343b51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66bf18090b7b9737e9c1e19a1244b9bd4ca62adc9e9a4c5019f78543c7be7ff4",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-04T17:05:59Z",
    "title_canon_sha256": "7ac2e8cd1aea0806957a0ac593f4ef12f7e296ad5d3698d9e86e2558b5ce217c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.04394",
    "kind": "arxiv",
    "version": 1
  }
}