Pith Number

pith:VY54IEHH

pith:2025:VY54IEHHHVKTMMRY4ZKPW4PDPV

not attested not anchored not stored refs pending

A Survey on (M)LLM-Based GUI Agents

Fei Tang, Guiyang Hou, Hang Zhang, Haolei Xu, Jian Shao, Jun Xiao, Kaitao Song, Siqi Chen, Weiming Lu, Wenqi Zhang, Xingyu Wu, Yongliang Shen, Yuchen Yan, Yueting Zhuang, Zeqi Tan

arxiv:2504.13865 v2 · 2025-03-27 · cs.HC · cs.AI · cs.CL · 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{VY54IEHHHVKTMMRY4ZKPW4PDPV}

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

11 papers in Pith

Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning

GUI-AC: Enhancing Continual Learning in GUI Agents

GUI-CIDER: Mid-training GUI Agents via Causal Internalization and Density-aware Exemplar Reselection

Large Language Model-Brained GUI Agents: A Survey

LaSM: Layer-wise Scaling Mechanism for Defending Pop-up Attack on GUI Agents

Receipt and verification

First computed	2026-07-05T11:15:46.069879Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae3bc410e73d55363238e654fb71e37d413a7235e636c9a542a995e47a566903

Aliases

arxiv: 2504.13865 · arxiv_version: 2504.13865v2 · doi: 10.48550/arxiv.2504.13865 · pith_short_12: VY54IEHHHVKT · pith_short_16: VY54IEHHHVKTMMRY · pith_short_8: VY54IEHH

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/VY54IEHHHVKTMMRY4ZKPW4PDPV \
  | 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: ae3bc410e73d55363238e654fb71e37d413a7235e636c9a542a995e47a566903

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4215df24b8aff40753b3c52edc05fec23af60468bcb55037f34b24bd7927eb6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2025-03-27T17:58:31Z",
    "title_canon_sha256": "02c9ccc1d0e1f2fb85c9f8114f2879f48721674913b210afeded8d8b061d715f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.13865",
    "kind": "arxiv",
    "version": 2
  }
}