Pith Number

pith:6CLQZSSI

pith:2025:6CLQZSSIM5LMNTJPNS34DSJHDG

not attested not anchored not stored refs pending

Learning from Peers: Collaborative Ensemble Adversarial Training

Chen Jiangming, Guo Yanming, Lao Mingrui, Li Dengjin, Li Xiaolong, Li Zheng, Xie Yuxiang

arxiv:2509.00089 v1 · 2025-08-27 · 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{6CLQZSSIM5LMNTJPNS34DSJHDG}

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	2026-07-05T12:02:09.330277Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0970cca486756c6cd2f6cb7c1c927198f3c33b23917ab74456d577e964130b5

Aliases

arxiv: 2509.00089 · arxiv_version: 2509.00089v1 · doi: 10.48550/arxiv.2509.00089 · pith_short_12: 6CLQZSSIM5LM · pith_short_16: 6CLQZSSIM5LMNTJP · pith_short_8: 6CLQZSSI

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/6CLQZSSIM5LMNTJPNS34DSJHDG \
  | 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: f0970cca486756c6cd2f6cb7c1c927198f3c33b23917ab74456d577e964130b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4161e19be1bfe60db0eaf9024da21934b62d96f32d48f7b56ff7b8e37ff52f76",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-27T13:10:40Z",
    "title_canon_sha256": "82e27c909bdb65a95ce9f874e66927f6ad6f2d6d037a0f8c7044aa99efbc66bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.00089",
    "kind": "arxiv",
    "version": 1
  }
}