Pith Number

pith:ESSK5AHQ

pith:2026:ESSK5AHQOAVXWHQEWGYI3WKJZ2

not attested not anchored not stored refs pending

Scaling Automatic Research Agents via World Models

Chenlei Guo, Duanshun Li, Haiyang Zhang, Huiyuan Chen, Jingru Cheng, Jingrui He, Sheikh Sarwar, Xiyuan Yang, Zhan Shi, Zhenyu Liao

arxiv:2608.12564 v1 · 2026-08-12 · 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{ESSK5AHQOAVXWHQEWGYI3WKJZ2}

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	2026-08-14T00:45:06.345474Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24a4ae80f0702b7b1e04b1b08dd949ceaa53c0b3630af2a67cbbf873be9c7aad

Aliases

arxiv: 2608.12564 · arxiv_version: 2608.12564v1 · doi: 10.48550/arxiv.2608.12564 · pith_short_12: ESSK5AHQOAVX · pith_short_16: ESSK5AHQOAVXWHQE · pith_short_8: ESSK5AHQ

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/ESSK5AHQOAVXWHQEWGYI3WKJZ2 \
  | 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: 24a4ae80f0702b7b1e04b1b08dd949ceaa53c0b3630af2a67cbbf873be9c7aad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5ec861b335fe5b4ab7fb754efe8039081ad9371952c77b4e403b47eb952af96",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-12T20:11:25Z",
    "title_canon_sha256": "b57220ea015289ad2277d545abe251ce318709a4ffacc9948b2cc733a92685b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.12564",
    "kind": "arxiv",
    "version": 1
  }
}