Pith Number

pith:A6G7TRL7

pith:2025:A6G7TRL7SKK57KCSH27POC4ETH

not attested not anchored not stored refs pending

Synthetic Stimuli, Real Gains: Rethinking VLM Fine-Tuning Through Fully Controlled Data Generation

Giuseppe Riccardi, Massimo Rizzoli, Seyed Mahed Mousavi, Simone Alghisi

arxiv:2511.11440 v3 · 2025-11-14 · cs.CV · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A6G7TRL7SKK57KCSH27POC4ETH}

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

2 papers in Pith

Learning Structured Robot Policies from Vision-Language Models via Synthetic Neuro-Symbolic Supervision

Receipt and verification

First computed	2026-06-01T01:03:46.561767Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

078df9c57f9295dfa8523ebef70b8499d54d758741462ef6441c6cf243516a2b

Aliases

arxiv: 2511.11440 · arxiv_version: 2511.11440v3 · doi: 10.48550/arxiv.2511.11440 · pith_short_12: A6G7TRL7SKK5 · pith_short_16: A6G7TRL7SKK57KCS · pith_short_8: A6G7TRL7

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/A6G7TRL7SKK57KCSH27POC4ETH \
  | 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: 078df9c57f9295dfa8523ebef70b8499d54d758741462ef6441c6cf243516a2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72634096b3a174a96c2b35a3656da4b761c5f52a5ca98c8ceee814685ab13c90",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-11-14T16:07:18Z",
    "title_canon_sha256": "eca200f0bf3800888181f69ed229af3f6c63e56095403892d3944c9d4a687269"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.11440",
    "kind": "arxiv",
    "version": 3
  }
}