Pith Number

pith:CIYIJVKQ

pith:2025:CIYIJVKQ3V6P23EMVEOZWLIE4G

not attested not anchored not stored refs pending

Smoothing Grounding and Reasoning for MLLM-Powered GUI Agents with Query-Oriented Pivot Tasks

Gongshen Liu, Pengzhou Cheng, Tianjie Ju, Zheng Wu, Zhuosheng Zhang, Zongru Wu

arxiv:2503.00401 v2 · 2025-03-01 · cs.CL · cs.AI · cs.CV · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CIYIJVKQ3V6P23EMVEOZWLIE4G}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

6 papers in Pith

Perceive Before Reasoning: A Pre-Reasoning Perception Framework for Efficient and Reliable Proactive Mobile Agents

Mobile-Aptus: Confidence-Driven Proactive and Robust Interaction in MLLM-based Mobile-Using Agents

Large Language Model-Brained GUI Agents: A Survey

VeriOS: Query-Driven Proactive Human-Agent-GUI Interaction for Trustworthy OS Agents

UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:24:03.345809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

123084d550dd7cfd6c8ca91d9b2d04e19073c4e85e57ea44ab0c193d3e9c6c07

Aliases

arxiv: 2503.00401 · arxiv_version: 2503.00401v2 · doi: 10.48550/arxiv.2503.00401 · pith_short_12: CIYIJVKQ3V6P · pith_short_16: CIYIJVKQ3V6P23EM · pith_short_8: CIYIJVKQ

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/CIYIJVKQ3V6P23EMVEOZWLIE4G \
  | 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: 123084d550dd7cfd6c8ca91d9b2d04e19073c4e85e57ea44ab0c193d3e9c6c07

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "497fd1732e4903c3602805f0d173cfab9f3ec24a67ed0abd75e720107b1da8bb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-01T08:29:59Z",
    "title_canon_sha256": "a78f103bfb46632e1184228d1b9a75990894db43a560830418ad1c91c1a8571a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.00401",
    "kind": "arxiv",
    "version": 2
  }
}