Pith Number

pith:67JGF7TB

pith:2026:67JGF7TB7DK5BXS3S4F3HQ6JVJ

not attested not anchored not stored refs pending

Mags-RL: Wearing Multimodal LLMs a Magnifying Glass via Agentic Reinforcement Learning For Complex Scene Reasoning

Gen Li, Hao Wang, Peijie Qiu, Prayag Tiwari, Shao Tang, Wenhui Zhu, Xiaobing Yu, Xin Li, Xiwen Chen, Xuanzhao Dong, Yalin Wang, Yanxi Chen, Yujian Xiong, Zhipeng Wang

arxiv:2605.27960 v1 · 2026-05-27 · 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{67JGF7TB7DK5BXS3S4F3HQ6JVJ}

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.

Receipt and verification

First computed	2026-05-28T01:04:54.251234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7d262fe61f8d5d0de5b970bb3c3c9aa6b0ba3c70e8879e5ebda3d13df1c6883

Aliases

arxiv: 2605.27960 · arxiv_version: 2605.27960v1 · doi: 10.48550/arxiv.2605.27960 · pith_short_12: 67JGF7TB7DK5 · pith_short_16: 67JGF7TB7DK5BXS3 · pith_short_8: 67JGF7TB

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/67JGF7TB7DK5BXS3S4F3HQ6JVJ \
  | 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: f7d262fe61f8d5d0de5b970bb3c3c9aa6b0ba3c70e8879e5ebda3d13df1c6883

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e04bc7c082472356930e7620317a364ce418776065ad57c37ff24ee895391230",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-27T04:54:07Z",
    "title_canon_sha256": "a1877b1058ed5d4f4e80082f3fbe6e2eebd542eeff7a9d6b564206eeb78403b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27960",
    "kind": "arxiv",
    "version": 1
  }
}