Pith Number

pith:SQKJEUHT

pith:2025:SQKJEUHT7NUGIUIGX7CO6HVTOG

not attested not anchored not stored refs pending

Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning

Fan Yang, Hongyin Zhao, Jinqiao Wang, Ming Tang, Shurong Zheng, Yousong Zhu, Yufei Zhan

arxiv:2503.18013 v1 · 2025-03-23 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{SQKJEUHT7NUGIUIGX7CO6HVTOG}

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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.

Cited by

14 papers in Pith

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

Dense Reward for Multi-View 3D Reasoning with Global Maps and Local Views

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization

Towards One-to-Many Temporal Grounding

Improving the Reasoning of Multi-Image Grounding in MLLMs via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:38:00.442372Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94149250f3fb68645106bfc4ef1eb3719b0a7efbe9b3bc2df7b5cc1acad4ebe5

Aliases

arxiv: 2503.18013 · arxiv_version: 2503.18013v1 · doi: 10.48550/arxiv.2503.18013 · pith_short_12: SQKJEUHT7NUG · pith_short_16: SQKJEUHT7NUGIUIG · pith_short_8: SQKJEUHT

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/SQKJEUHT7NUGIUIGX7CO6HVTOG \
  | 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: 94149250f3fb68645106bfc4ef1eb3719b0a7efbe9b3bc2df7b5cc1acad4ebe5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d99ceb87c4d3374785b5626180647d8b8ce17771f7fe9b3ad18d7273cbc853c7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-23T10:21:14Z",
    "title_canon_sha256": "fde22600d754d7905e49e34ef3e6293f30d7ac60127819cafad6e7e4b05a85ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.18013",
    "kind": "arxiv",
    "version": 1
  }
}