Pith Number

pith:URTZ6GV2

pith:2025:URTZ6GV2WY2JL4N5IZ5KSIFOBG

not attested not anchored not stored refs pending

SSL4RL: Revisiting Self-supervised Learning as Intrinsic Reward for Visual-Language Reasoning

Chenheng Zhang, Guojun Yin, Jiajun Chai, Qi Zhang, Runyu Zhou, Stefanie Jegelka, Wei Lin, Xiaohan Wang, Xiaojun Guo, Yifei Wang, Yisen Wang

arxiv:2510.16416 v4 · 2025-10-18 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{URTZ6GV2WY2JL4N5IZ5KSIFOBG}

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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

4 papers in Pith

Visually-Guided Policy Optimization for Multimodal Reasoning

SSL-R1: Self-Supervised Visual Reinforcement Post-Training for Multimodal Large Language Models

Boosting Visual Instruction Tuning with Self-Supervised Guidance

Visually-Guided Policy Optimization for Multimodal Reasoning

Receipt and verification

First computed	2026-05-20T00:02:57.585729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4679f1abab63495f1bd467aa920ae09b14683f5da72892856cfc01138dbc296

Aliases

arxiv: 2510.16416 · arxiv_version: 2510.16416v4 · doi: 10.48550/arxiv.2510.16416 · pith_short_12: URTZ6GV2WY2J · pith_short_16: URTZ6GV2WY2JL4N5 · pith_short_8: URTZ6GV2

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/URTZ6GV2WY2JL4N5IZ5KSIFOBG \
  | 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: a4679f1abab63495f1bd467aa920ae09b14683f5da72892856cfc01138dbc296

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4eda7f472ee1c0deba60cd9e9c02f998a989a7d8aa3519a97067320ebe99f022",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-10-18T09:22:40Z",
    "title_canon_sha256": "dc4a5f9a2c4244bbfc8a2d4f13edbd3a2859d918b730aa5d900a6c0d2994b153"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.16416",
    "kind": "arxiv",
    "version": 4
  }
}