Pith Number

pith:4LPIUM4K

pith:2024:4LPIUM4K4ZSICKQY6IRO7PWX4Z

not attested not anchored not stored refs pending

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage

Bofei Zhang, Pengxiang Li, Qing Li, Song-Chun Zhu, Tao Yuan, Xiaojian Ma, Yue Fan, Yunde Jia, Yuwei Wu, Zhi Gao

arxiv:2412.15606 v2 · 2024-12-20 · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4LPIUM4K4ZSICKQY6IRO7PWX4Z}

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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

4 papers in Pith

Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing

ReGRPO: Reflection-Augmented Policy Optimization for Tool-Using Agents

Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents

Single-agent vs. Multi-agents for Automated Video Analysis of On-Screen Collaborative Learning Behaviors

Receipt and verification

First computed	2026-07-05T10:08:26.605350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2de8a338ae664812a18f222efbed7e669689ce6d9807d8e607b9d03afae0760

Aliases

arxiv: 2412.15606 · arxiv_version: 2412.15606v2 · doi: 10.48550/arxiv.2412.15606 · pith_short_12: 4LPIUM4K4ZSI · pith_short_16: 4LPIUM4K4ZSICKQY · pith_short_8: 4LPIUM4K

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/4LPIUM4K4ZSICKQY6IRO7PWX4Z \
  | 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: e2de8a338ae664812a18f222efbed7e669689ce6d9807d8e607b9d03afae0760

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a780f055d99d88f21a3742af55e51ef83c9b5ec17d346d4109e5536c2d6c10b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-20T07:00:46Z",
    "title_canon_sha256": "4258df22b44040723a5bb8c47a5789ff9bc51b62bc6fbc449fb4a20c9e4ae093"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15606",
    "kind": "arxiv",
    "version": 2
  }
}