Pith Number

pith:Y4CLHGPB

pith:2024:Y4CLHGPBMYXO2I43ZRXH3JHZIW

not attested not anchored not stored refs resolved

Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception

Fei Huang, Haiyang Xu, Jiabo Ye, Jitao Sang, Ji Zhang, Junyang Wang, Ming Yan, Weizhou Shen

Mobile-Agent operates mobile apps by visually identifying screen elements instead of using system metadata.

arxiv:2401.16158 v2 · 2024-01-29 · cs.CL · cs.CV

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

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.

Claims

C1strongest claim

Mobile-Agent achieved remarkable accuracy and completion rates. Even with challenging instructions, such as multi-app operations, Mobile-Agent can still complete the requirements.

C2weakest assumption

That visual perception tools can accurately and reliably identify and locate both visual and textual elements within diverse app front-end interfaces across different mobile operating environments without significant errors or the need for system-specific adjustments.

C3one line summary

Mobile-Agent is a vision-centric autonomous agent that uses MLLMs to perceive UI elements, plan complex multi-step tasks, and operate mobile apps without relying on XML or system metadata, showing strong results on the introduced Mobile-Eval benchmark.

References

13 extracted · 13 resolved · 7 Pith anchors

[1] Modelscope-agent: Building your customizable agent system with open-source large language models

[2] Controlllm: Augment language models with tools by searching on graphs

[3] Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models · arXiv:2303.04671

[4] Gpt4tools: Teaching large lan- guage model to use tools via self-instruction

[5] MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action · arXiv:2303.11381

Formal links

2 machine-checked theorem links

Cited by

18 papers in Pith

AgentProg: Empowering Long-Horizon GUI Agents with Program-Guided Context Management

A Survey on Multimodal Large Language Models

Turing Test on Screen: A Benchmark for Mobile GUI Agent Humanization

ClawMobile: Rethinking Smartphone-Native Agentic Systems

Rethinking Token Pruning for Historical Screenshots in GUI Visual Agents: Semantic, Spatial, and Temporal Perspectives

Receipt and verification

First computed	2026-05-17T23:38:46.127931Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c704b399e1662eed239bcc6e7da4f945b172336b19d0aba74b44dc1737aaad43

Aliases

arxiv: 2401.16158 · arxiv_version: 2401.16158v2 · doi: 10.48550/arxiv.2401.16158 · pith_short_12: Y4CLHGPBMYXO · pith_short_16: Y4CLHGPBMYXO2I43 · pith_short_8: Y4CLHGPB

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/Y4CLHGPBMYXO2I43ZRXH3JHZIW \
  | 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: c704b399e1662eed239bcc6e7da4f945b172336b19d0aba74b44dc1737aaad43

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5504b8dbd1e360bf1b287603693ad18ad6df3cca39f17125188ae2229f9375cc",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-29T13:46:37Z",
    "title_canon_sha256": "5407557842b8ba6a148ad7928ff7cadb44b03a92568e5c205a0cb85d50c4bb59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.16158",
    "kind": "arxiv",
    "version": 2
  }
}