Pith Number

pith:57UJFSI6

pith:2026:57UJFSI6EPWEDO63GSWKODMLWR

not attested not anchored not stored refs pending

Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning

Dongqi Huang, Hongbang Yuan, Jun Zhao, Kang Liu, Kejian Zhu, Yupu Hao, Zhuoran Jin

arxiv:2608.03571 v1 · 2026-08-04 · 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{57UJFSI6EPWEDO63GSWKODMLWR}

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.

Receipt and verification

First computed	2026-08-05T01:36:40.178332Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

efe892c91e23ec41bbdb34aca70d8bb47ecbc41c77dd7a580116e877df157936

Aliases

arxiv: 2608.03571 · arxiv_version: 2608.03571v1 · doi: 10.48550/arxiv.2608.03571 · pith_short_12: 57UJFSI6EPWE · pith_short_16: 57UJFSI6EPWEDO63 · pith_short_8: 57UJFSI6

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/57UJFSI6EPWEDO63GSWKODMLWR \
  | 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: efe892c91e23ec41bbdb34aca70d8bb47ecbc41c77dd7a580116e877df157936

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "802bab7ac2c2339dd06158762dcd3dbc09245f84f2592a2e40701893d1bb748a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-08-04T12:32:18Z",
    "title_canon_sha256": "35d927ff0a999300d792e22b6096d777241d0d2587ea0f7258b3314d262c4788"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.03571",
    "kind": "arxiv",
    "version": 1
  }
}