Pith Number

pith:IDAGKYHB

pith:2025:IDAGKYHBFAXPA2LW42RHCZSO2D

not attested not anchored not stored refs pending

Cooperation of Experts: Fusing Heterogeneous Information with Large Margin

Jinghui Yuan, Shunyang Huang, Shuo Wang, Zhao Kang, Zhixiang Shen

arxiv:2505.20853 v3 · 2025-05-27 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IDAGKYHBFAXPA2LW42RHCZSO2D}

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	2026-06-02T02:04:06.375634Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40c06560e1282ef06976e6a271664ed0fca6f3fd862aba3fda42b6471423af5a

Aliases

arxiv: 2505.20853 · arxiv_version: 2505.20853v3 · doi: 10.48550/arxiv.2505.20853 · pith_short_12: IDAGKYHBFAXP · pith_short_16: IDAGKYHBFAXPA2LW · pith_short_8: IDAGKYHB

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/IDAGKYHBFAXPA2LW42RHCZSO2D \
  | 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: 40c06560e1282ef06976e6a271664ed0fca6f3fd862aba3fda42b6471423af5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efb8edb0975920a0e8db7e5461ff498fd5d81154a343d87f94b6dd480c8d25de",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-27T08:04:32Z",
    "title_canon_sha256": "1c5bf37497dd508919b6c86a72f72313afc7e4b7f267025aa0cdcc8cab466595"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20853",
    "kind": "arxiv",
    "version": 3
  }
}