Pith Number

pith:NLBDJIXQ

pith:2026:NLBDJIXQPOCUVKEWMI6LGT6CGD

not attested not anchored not stored refs pending

SVR-R1: Bootstrapping Multi-modal Reasoning with Self-verification in Reinforcement Learning

Aashu Singh, Fei Liu, Hanchao Yu, Jianyu Wang, Jingcheng Yang, Jize Jiang, Khoi Pham, Klara Nahrstedt, Mingyuan Wu, Qifan Wang, Shengyi Qian, Xudong Wang, Zhaolun Su, Zhuokai Zhao

arxiv:2607.10966 v1 · 2026-07-13 · 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{NLBDJIXQPOCUVKEWMI6LGT6CGD}

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	2026-07-14T01:21:49.903940Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ac234a2f07b854aa896623cb34fc230dfa43fb69ccbb83ea3d5a442e984908a

Aliases

arxiv: 2607.10966 · arxiv_version: 2607.10966v1 · doi: 10.48550/arxiv.2607.10966 · pith_short_12: NLBDJIXQPOCU · pith_short_16: NLBDJIXQPOCUVKEW · pith_short_8: NLBDJIXQ

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/NLBDJIXQPOCUVKEWMI6LGT6CGD \
  | 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: 6ac234a2f07b854aa896623cb34fc230dfa43fb69ccbb83ea3d5a442e984908a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3cd9c593a42a9e657e83be4002f9b3fd6f7c644aa71e0c8f000abd00721f560",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-13T00:21:30Z",
    "title_canon_sha256": "2805ec4842bb440d5f384d8bf587562dfb571e01cc86b1ebdce17b08540fa102"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.10966",
    "kind": "arxiv",
    "version": 1
  }
}