Pith Number

pith:I7OCA2KT

pith:2025:I7OCA2KT7IGBFW5AJYXB364725

not attested not anchored not stored refs pending

MixFlow Training: Alleviating Exposure Bias with Slowed Interpolation Mixture

Fu-Yun Wang, Haoyuan Xia, Hui Li, Jiayue Lyu, Jingdong Wang, Kaihui Cheng, Siyu Zhu

arxiv:2512.19311 v2 · 2025-12-22 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I7OCA2KT7IGBFW5AJYXB364725}

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	2026-07-14T01:20:50.108262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47dc206953fa0c12dba04e2e1dfb9fd7651d44dbea8b6a7eb5be831079c425fb

Aliases

arxiv: 2512.19311 · arxiv_version: 2512.19311v2 · doi: 10.48550/arxiv.2512.19311 · pith_short_12: I7OCA2KT7IGB · pith_short_16: I7OCA2KT7IGBFW5A · pith_short_8: I7OCA2KT

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/I7OCA2KT7IGBFW5AJYXB364725 \
  | 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: 47dc206953fa0c12dba04e2e1dfb9fd7651d44dbea8b6a7eb5be831079c425fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17a490131de405ada8ca7b663d313923686311b2cea744f306d390457cbe064c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-12-22T12:00:12Z",
    "title_canon_sha256": "6ff52e02489050d43fc6edba88c901dc03c8cd8ffe1d7bb62c77bb09f84e27da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.19311",
    "kind": "arxiv",
    "version": 2
  }
}