Pith Number

pith:HOEWWFAE

pith:2026:HOEWWFAENKNAX2UQNKEPXI3AKE

not attested not anchored not stored refs pending

FlowTrain: Flow-Based Decoupled Training for Industrial-Grade Vision-Language Models

Chengzhi Huang, Haopeng Liu, Jiaxing Wang, Ke Zhang, Lingfeng Zhou, Qingyuan Sang, Wenzhe Wang, Xiaolong Chen, Xinyu Liu, Xiyu Liu, Yang Pei, Yan Li, Yuanhang Xiao, Zhaolong Xing, Zhen Chen, Zhida Jiang, Zicheng Zhang

arxiv:2606.23087 v1 · 2026-06-22 · 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{HOEWWFAENKNAX2UQNKEPXI3AKE}

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.

Receipt and verification

First computed	2026-06-23T03:14:09.516590Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b896b14046a9a0bea906a88fba3605115ae524858059b8742bbbaa638308afe

Aliases

arxiv: 2606.23087 · arxiv_version: 2606.23087v1 · doi: 10.48550/arxiv.2606.23087 · pith_short_12: HOEWWFAENKNA · pith_short_16: HOEWWFAENKNAX2UQ · pith_short_8: HOEWWFAE

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/HOEWWFAENKNAX2UQNKEPXI3AKE \
  | 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: 3b896b14046a9a0bea906a88fba3605115ae524858059b8742bbbaa638308afe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a93c2580a3d4db6d6819c7c00a85887e84e4e445b024d90d40fc0a67e6897580",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-22T09:33:44Z",
    "title_canon_sha256": "a675cbc3bbd667191fdbcd8cf2a2ab8c1423bdd60ebbdf580007326a5fec4d4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.23087",
    "kind": "arxiv",
    "version": 1
  }
}