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Pith
Pith Number

pith:KJKCSUUI

pith:2023:KJKCSUUIYXVSX3GA2ZBD5PVM3X
not attested not anchored not stored refs pending

A Good Student is Cooperative and Reliable: CNN-Transformer Collaborative Learning for Semantic Segmentation

Hao Wang, Jinjing Zhu, Lin Wang, Xu Zheng, Yunhao Luo

arxiv:2307.12574 v1 · 2023-07-24 · cs.CV

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\usepackage{pith}
\pithnumber{KJKCSUUIYXVSX3GA2ZBD5PVM3X}

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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 2026-07-05T06:33:55.805595Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5254295288c5eb2becc0d6423ebeacddccd7c8e50a99ee6af759a8068c156f23

Aliases

arxiv: 2307.12574 · arxiv_version: 2307.12574v1 · doi: 10.48550/arxiv.2307.12574 · pith_short_12: KJKCSUUIYXVS · pith_short_16: KJKCSUUIYXVSX3GA · pith_short_8: KJKCSUUI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KJKCSUUIYXVSX3GA2ZBD5PVM3X \
  | 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: 5254295288c5eb2becc0d6423ebeacddccd7c8e50a99ee6af759a8068c156f23
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fec0b2920667e65caf1904b53963266ab0107576fe583d85c2e4b7f27c210c15",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-07-24T07:46:06Z",
    "title_canon_sha256": "d153ddb18e3ecd09a998154c00db7a196f469fbb8a05898bab65d16b18356870"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.12574",
    "kind": "arxiv",
    "version": 1
  }
}