Pith Number

pith:VBZ37CDR

pith:2025:VBZ37CDRQCY33AH57HY3QOCQHS

not attested not anchored not stored refs pending

VOLD: Reasoning Transfer from LLMs to Vision-Language Models via On-Policy Distillation

Cordelia Schmid, Hilde Kuehne, Walid Bousselham

arxiv:2510.23497 v3 · 2025-10-27 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VBZ37CDRQCY33AH57HY3QOCQHS}

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

3 papers in Pith

Prefix Teach, Suffix Fade: Local Teachability Collapse in Strong-to-Weak On-Policy Distillation

Uni-OPD: Unifying On-Policy Distillation with a Dual-Perspective Recipe

SOD: Step-wise On-policy Distillation for Small Language Model Agents

Receipt and verification

First computed	2026-06-05T00:13:44.139186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a873bf887180b1bd80fdf9f1b838503c8b8437645d7fceb0d55f6a5168e7a552

Aliases

arxiv: 2510.23497 · arxiv_version: 2510.23497v3 · doi: 10.48550/arxiv.2510.23497 · pith_short_12: VBZ37CDRQCY3 · pith_short_16: VBZ37CDRQCY33AH5 · pith_short_8: VBZ37CDR

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/VBZ37CDRQCY33AH57HY3QOCQHS \
  | 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: a873bf887180b1bd80fdf9f1b838503c8b8437645d7fceb0d55f6a5168e7a552

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b73ec25533503fb3756ee84791f254df2f0cfb28240a598c99140791b86c2112",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-10-27T16:32:12Z",
    "title_canon_sha256": "cfb6c4e6a44fef97354c3965ebecaff161bd2ae498640e9fe056bbdde2fc7304"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.23497",
    "kind": "arxiv",
    "version": 3
  }
}