Pith Number

pith:7TF7OEAQ

pith:2025:7TF7OEAQJBBAGWRPKZTEFIFH4J

not attested not anchored not stored refs pending

Enhancing Rating-Based Reinforcement Learning to Effectively Leverage Feedback from Large Vision-Language Models

Chang D. Yoo, Donghoon Lee, Min Jun Kim, Sunho Kim, Tung Minh Luu, Younghwan Lee

arxiv:2506.12822 v1 · 2025-06-15 · cs.LG · cs.RO

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7TF7OEAQJBBAGWRPKZTEFIFH4J}

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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

2 papers in Pith

Learning Process Rewards via Success Visitation Matching for Efficient RL

Self-Rewarding Vision-Language Model via Reasoning Decomposition

Receipt and verification

First computed	2026-07-05T11:22:00.792971Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fccbf710104842035a2f566642a0a7e27279e3c97d6b628e5e6056c9448b5e2b

Aliases

arxiv: 2506.12822 · arxiv_version: 2506.12822v1 · doi: 10.48550/arxiv.2506.12822 · pith_short_12: 7TF7OEAQJBBA · pith_short_16: 7TF7OEAQJBBAGWRP · pith_short_8: 7TF7OEAQ

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/7TF7OEAQJBBAGWRPKZTEFIFH4J \
  | 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: fccbf710104842035a2f566642a0a7e27279e3c97d6b628e5e6056c9448b5e2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78f90b98e28f28a2c1b171e09e00023ec1e78b836448469ab0ded22f5f7b183b",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-15T12:05:08Z",
    "title_canon_sha256": "59a9f26b2f8402db6d9d10be481d23221427b10593a572f03c1404c9e20bd943"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.12822",
    "kind": "arxiv",
    "version": 1
  }
}