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Pith Number

pith:CVGHA6G4

pith:2025:CVGHA6G4AICOM44YTOKBX4CVIR
not attested not anchored not stored refs pending

Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency

Hongyu Li, Jialin Gao, Junfeng Luo, Shuicheng Yan, Si Liu, Songhao Han, Yue Liao

arxiv:2506.01908 v1 · 2025-06-02 · cs.CV

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\usepackage{pith}
\pithnumber{CVGHA6G4AICOM44YTOKBX4CVIR}

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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

10 papers in Pith

Receipt and verification
First computed 2026-07-05T11:14:21.212867Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

154c7078dc0204e673989b941bf055445a73a9ef56ad1bd9abbbbc37844c9eef

Aliases

arxiv: 2506.01908 · arxiv_version: 2506.01908v1 · doi: 10.48550/arxiv.2506.01908 · pith_short_12: CVGHA6G4AICO · pith_short_16: CVGHA6G4AICOM44Y · pith_short_8: CVGHA6G4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CVGHA6G4AICOM44YTOKBX4CVIR \
  | 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: 154c7078dc0204e673989b941bf055445a73a9ef56ad1bd9abbbbc37844c9eef
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "36f6f1a93022b3343297908ef50f6fca47af0c5c694262fdccb1ae505c97fcf1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-06-02T17:28:26Z",
    "title_canon_sha256": "5f2c38bd39a691fcae98c48f7eef6626a6aa03a2b343fbdaff87a620c3b263bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.01908",
    "kind": "arxiv",
    "version": 1
  }
}