Pith Number

pith:FXIGCMTI

pith:2024:FXIGCMTII3Q2EXBXE6TBBM3AF7

not attested not anchored not stored refs pending

Visual-O1: Understanding Ambiguous Instructions via Multi-modal Multi-turn Chain-of-thoughts Reasoning

Lei Zhang, Minheng Ni, Wangmeng Zuo, Yutao Fan

arxiv:2410.03321 v1 · 2024-10-04 · cs.CV

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\usepackage{pith}
\pithnumber{FXIGCMTII3Q2EXBXE6TBBM3AF7}

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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

3 papers in Pith

PointVG-R: Internalizing Geometric Reasoning in MLLMs for Precise Pointing Localization via Visual Chain of Thought

Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T09:15:47.612405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2dd061326846e1a25c3727a610b3602fcf1eeb34878f489d1fae69601334dfba

Aliases

arxiv: 2410.03321 · arxiv_version: 2410.03321v1 · doi: 10.48550/arxiv.2410.03321 · pith_short_12: FXIGCMTII3Q2 · pith_short_16: FXIGCMTII3Q2EXBX · pith_short_8: FXIGCMTI

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/FXIGCMTII3Q2EXBXE6TBBM3AF7 \
  | 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: 2dd061326846e1a25c3727a610b3602fcf1eeb34878f489d1fae69601334dfba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "944d1d27299f7406f111c8be63206a611e156db1e93efe244194170551e21aec",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-04T11:18:41Z",
    "title_canon_sha256": "194aea88f7e9ddb7ab4c038362f7e5be414b41bc5b6daf10e00a378a21267e5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03321",
    "kind": "arxiv",
    "version": 1
  }
}