Pith Number

pith:IX3GR6IV

pith:2026:IX3GR6IVTQCTK4WJVVNMIKYMBI

not attested not anchored not stored refs pending

Leveraging Offline Supervision for Efficient and Generalizable Reinforcement Learning in Large-Scale Vision-Language-Action Models

Aleksandr I. Panov, Aleksei Staroverov, Dmitriy Poyarkov

arxiv:2607.19399 v1 · 2026-07-06 · cs.LG · cs.AI · 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{IX3GR6IVTQCTK4WJVVNMIKYMBI}

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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.

Receipt and verification

First computed	2026-07-23T00:23:48.042591Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45f668f9159c053572c9ad5ac42b0c0a2830927040794a33c49450e75a83fa74

Aliases

arxiv: 2607.19399 · arxiv_version: 2607.19399v1 · doi: 10.48550/arxiv.2607.19399 · pith_short_12: IX3GR6IVTQCT · pith_short_16: IX3GR6IVTQCTK4WJ · pith_short_8: IX3GR6IV

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/IX3GR6IVTQCTK4WJVVNMIKYMBI \
  | 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: 45f668f9159c053572c9ad5ac42b0c0a2830927040794a33c49450e75a83fa74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23c114a90d310592ebcd30fdc6207899d5185e4a3747a7142ce019ecb03e178f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-06T05:24:25Z",
    "title_canon_sha256": "1741620ab91731bbfb181243fea2ff446ec06b58a75da20fe37fbb4a344a6be9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.19399",
    "kind": "arxiv",
    "version": 1
  }
}