Pith Number

pith:KZD2SRA4

pith:2026:KZD2SRA4MIRVETDZZCVNJIMFCD

not attested not anchored not stored refs pending

EdgeBench: Unveiling Scaling Laws of Learning from Real-World Environments

Chengyao Tang, Chenhui Gou, Chenyang Zhang, Deyao Zhu, Ge Zhang, Guang Shi, Hangliang Ding, Hao Liu, Haotian Zhu, He Wang, Hongbin Lin, Huanyu Zheng, Jingyuan Zhang, Jinhong Wu, Junfeng Zhong, Lingxiang Meng, Linxuan Ren, Liya Zhu, Maojia Song, Ming Ding, Nan Chai, Panhao Lai, Peng Tang, Rui Liu, Shanyu Wu, Shengling Qin, Shu Zhong, Sibo Wang, Sihang Yuan, Tian Gao, Wangchunshu Zhou, Wenhao Huang, Xintian Zhang, Xin Zhou, Xuan Qi, Xuekai Zhu, Yangguang Lin, Yantao Du, Yinzhu Piao, Yipeng Liu, Yueyang Wang, Yu Liu, Zhonglin Xie, Ziru Niu, Zixin Su, Zixin Wen, Ziyu Wan

arxiv:2607.05155 v1 · 2026-07-06 · cs.CL · 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{KZD2SRA4MIRVETDZZCVNJIMFCD}

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	2026-07-07T03:19:18.135184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5647a9441c6223524c79c8aad4a18510fc9ca343d3b62a3667f011c610d925ea

Aliases

arxiv: 2607.05155 · arxiv_version: 2607.05155v1 · doi: 10.48550/arxiv.2607.05155 · pith_short_12: KZD2SRA4MIRV · pith_short_16: KZD2SRA4MIRVETDZ · pith_short_8: KZD2SRA4

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/KZD2SRA4MIRVETDZZCVNJIMFCD \
  | 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: 5647a9441c6223524c79c8aad4a18510fc9ca343d3b62a3667f011c610d925ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c59bc8fa634c6c5098911ff1b3c7adf1d8971077471f40b3312a25ee526bf50b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-06T14:39:22Z",
    "title_canon_sha256": "aead4549eddad423feeb5e1b3818002e9e16bb04fff994ae460071e2a375758e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.05155",
    "kind": "arxiv",
    "version": 1
  }
}