Pith Number

pith:FSZFQMEP

pith:2024:FSZFQMEPVAUTKBNF6BPDUYRWNQ

not attested not anchored not stored refs pending

Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Hai-Long Sun, Jingkang Yang, Winston Hu, Yongming Rao, Yuhao Dong, Ziwei Liu, Zuyan Liu

arxiv:2411.14432 v2 · 2024-11-21 · cs.CV

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\usepackage{pith}
\pithnumber{FSZFQMEPVAUTKBNF6BPDUYRWNQ}

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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

8 papers in Pith

MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning

Grounded Reinforcement Learning for Visual Reasoning

Vision-EKIPL: External Knowledge-Infused Policy Learning for Visual Reasoning

High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning

R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

Receipt and verification

First computed	2026-07-05T10:57:29.946308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2cb258308fa8293505a5f05e3a62366c1c4ec91a873395ba03fa0d455101c97f

Aliases

arxiv: 2411.14432 · arxiv_version: 2411.14432v2 · doi: 10.48550/arxiv.2411.14432 · pith_short_12: FSZFQMEPVAUT · pith_short_16: FSZFQMEPVAUTKBNF · pith_short_8: FSZFQMEP

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/FSZFQMEPVAUTKBNF6BPDUYRWNQ \
  | 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: 2cb258308fa8293505a5f05e3a62366c1c4ec91a873395ba03fa0d455101c97f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9acd74e5356ca79596100b10ec9c534a8028947990184c562e94ff5d1197d98",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-21T18:59:55Z",
    "title_canon_sha256": "7fe742e818f7caffeb2df2cffd65c5d4b2cf3a6e5da982dfcaee8e99f836f917"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14432",
    "kind": "arxiv",
    "version": 2
  }
}