Pith Number

pith:O3P5L7RM

pith:2025:O3P5L7RMKN7KBGL5XSVSHTZFI4

not attested not anchored not stored refs pending

Migician: Revealing the Magic of Free-Form Multi-Image Grounding in Multimodal Large Language Models

Chao Huang, Chi Chen, Heyu Huang, Jinan Xu, Kaiyu Huang, Maosong Sun, Ruixuan Li, You Li, Yuhua Li, Zhiyuan Liu, Zonghao Guo

arxiv:2501.05767 v3 · 2025-01-10 · cs.CL · cs.AI · cs.CV

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

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\usepackage{pith}
\pithnumber{O3P5L7RMKN7KBGL5XSVSHTZFI4}

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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

7 papers in Pith

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

DiCoBench: Benchmarking Multi-Image Fine-Grained Perception via Differential and Commonality Visual Cues

Does Seeing More Mean Knowing More? Mono-Anchored Advantage Normalization for Multi-Source Visual Reasoning

Improving the Reasoning of Multi-Image Grounding in MLLMs via Reinforcement Learning

Training Multi-Image Vision Agents via End2End Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:15:48.310709Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76dfd5fe2c537ea0997dbcab23cf25472e6d30d17c0cdb6a5b2931160d8918ba

Aliases

arxiv: 2501.05767 · arxiv_version: 2501.05767v3 · doi: 10.48550/arxiv.2501.05767 · pith_short_12: O3P5L7RMKN7K · pith_short_16: O3P5L7RMKN7KBGL5 · pith_short_8: O3P5L7RM

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/O3P5L7RMKN7KBGL5XSVSHTZFI4 \
  | 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: 76dfd5fe2c537ea0997dbcab23cf25472e6d30d17c0cdb6a5b2931160d8918ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1eeaf63c430751886d0ac1a803ed635beebcedd69d4b3be4521fd8b0460ed05",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-10T07:56:23Z",
    "title_canon_sha256": "0110453b6d89ab89bf018734ab40b96147c5b8bd763196929187d2590b33f6dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.05767",
    "kind": "arxiv",
    "version": 3
  }
}