Pith Number

pith:SQYLXTV4

pith:2025:SQYLXTV4PGAPR6E45BW5DELKPN

not attested not anchored not stored refs pending

SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement

Chao Feng, Chung-Ching Lin, Furong Huang, Hongjin Lu, Kevin Lin, Lijuan Wang, Linjie Li, Xiyao Wang, Zhengyuan Yang

arxiv:2504.07934 v3 · 2025-04-10 · cs.CV

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\usepackage{pith}
\pithnumber{SQYLXTV4PGAPR6E45BW5DELKPN}

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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

24 papers in Pith

Latent Visual States for Efficient Multimodal Reasoning

VeriEvol: Scaling Multimodal Mathematical Reasoning via Verifiable Evol-Instruct

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning

Smart Picks in the Dark: Towards Efficient RLVR for Reasoning via Tracing Metacognitive Pivots

No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs

Receipt and verification

First computed	2026-07-05T11:12:30.542980Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9430bbcebc7980f8f89ce86dd1916a7b710d34e05730821a9a39789bbb4dbdcf

Aliases

arxiv: 2504.07934 · arxiv_version: 2504.07934v3 · doi: 10.48550/arxiv.2504.07934 · pith_short_12: SQYLXTV4PGAP · pith_short_16: SQYLXTV4PGAPR6E4 · pith_short_8: SQYLXTV4

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/SQYLXTV4PGAPR6E45BW5DELKPN \
  | 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: 9430bbcebc7980f8f89ce86dd1916a7b710d34e05730821a9a39789bbb4dbdcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa1be118ac5b3ebd1342e38981e231d5286388a776c895d95d361b99112fac2f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-04-10T17:49:05Z",
    "title_canon_sha256": "65b99d105d367a110a09a25a211ac80004e96da4bfe4dc2baa6777c781d8f2a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.07934",
    "kind": "arxiv",
    "version": 3
  }
}