Pith Number

pith:3LY4CFZ3

pith:2025:3LY4CFZ3LE2QPY7SF3S37YN5DM

not attested not anchored not stored refs pending

Enhancing Vision-Language Model Training with Reinforcement Learning in Synthetic Worlds for Real-World Success

Daniil Gavrilov, George Bredis, Ruslan Rakhimov, Stanislav Dereka, Viacheslav Sinii

arxiv:2508.04280 v1 · 2025-08-06 · cs.LG · 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{3LY4CFZ3LE2QPY7SF3S37YN5DM}

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

4 papers in Pith

Rank-Then-Act: Reward-Free Control from Frame-Order Progress

Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse

RoboAgent: Chaining Basic Capabilities for Embodied Task Planning

Receipt and verification

First computed	2026-07-05T11:49:24.170678Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

daf1c1173b593507e3f22ee5bfe1bd1b26bf41e47e42afec4dec41812324ce46

Aliases

arxiv: 2508.04280 · arxiv_version: 2508.04280v1 · doi: 10.48550/arxiv.2508.04280 · pith_short_12: 3LY4CFZ3LE2Q · pith_short_16: 3LY4CFZ3LE2QPY7S · pith_short_8: 3LY4CFZ3

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/3LY4CFZ3LE2QPY7SF3S37YN5DM \
  | 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: daf1c1173b593507e3f22ee5bfe1bd1b26bf41e47e42afec4dec41812324ce46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fee53e915ebcb804fecb6f0aeccc615f8d0e9205a64928c165d6beace627091",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-06T10:08:48Z",
    "title_canon_sha256": "7e7a7b619fdb4f7a1d5721b1317c116db1b824df32478f3fb37dff5d02df9db5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04280",
    "kind": "arxiv",
    "version": 1
  }
}