Pith Number

pith:MZMXOMOW

pith:2025:MZMXOMOWSI7VDVMSVATAYEC725

not attested not anchored not stored refs pending

VEM: Environment-Free Exploration for Training GUI Agent with Value Environment Model

Chaoyun Zhang, Dongmei Zhang, Fangkai Yang, Jiani Zheng, Lingrui Mei, Lu Wang, Qingwei Lin, Qi Zhang, Saravan Rajmohan, Wenjie Yin

arxiv:2502.18906 v1 · 2025-02-26 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MZMXOMOWSI7VDVMSVATAYEC725}

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

1 paper in Pith

From Task to Tutorial: An Automated GUI Framework for Excel Tutorial Document and Video Creation

Receipt and verification

First computed	2026-07-05T10:20:22.836341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66597731d6923f51d592a8260c105fd758264cc405bee22e56d07cf2387b2f2d

Aliases

arxiv: 2502.18906 · arxiv_version: 2502.18906v1 · doi: 10.48550/arxiv.2502.18906 · pith_short_12: MZMXOMOWSI7V · pith_short_16: MZMXOMOWSI7VDVMS · pith_short_8: MZMXOMOW

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/MZMXOMOWSI7VDVMSVATAYEC725 \
  | 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: 66597731d6923f51d592a8260c105fd758264cc405bee22e56d07cf2387b2f2d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35b502b18555f3030f0b8a62621926b3b7423089f3e5a613165fb905e6306e01",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-26T07:52:02Z",
    "title_canon_sha256": "85bb3548e30364f897796db3d5a0663fb4d60e8057bb50db50269f759ad04f2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18906",
    "kind": "arxiv",
    "version": 1
  }
}