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Pith
Pith Number

pith:PGN56X2F

pith:2025:PGN56X2FPLSK2X7TCSSPDH6ATZ
not attested not anchored not stored refs pending

DEUCE: Dual-diversity Enhancement and Uncertainty-awareness for Cold-start Active Learning

C. L. Philip Chen, Jiaxin Guo, Shuzhen Li, Tong Zhang

arxiv:2502.00305 v1 · 2025-02-01 · cs.CL · cs.AI · cs.IR

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\usepackage{pith}
\pithnumber{PGN56X2FPLSK2X7TCSSPDH6ATZ}

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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 2026-07-05T10:08:31.851134Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

799bdf5f457ae4ad5ff314a4f19fc09e55eaab5ad615b6c93154d98e5fc8b5ff

Aliases

arxiv: 2502.00305 · arxiv_version: 2502.00305v1 · doi: 10.48550/arxiv.2502.00305 · pith_short_12: PGN56X2FPLSK · pith_short_16: PGN56X2FPLSK2X7T · pith_short_8: PGN56X2F
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PGN56X2FPLSK2X7TCSSPDH6ATZ \
  | 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: 799bdf5f457ae4ad5ff314a4f19fc09e55eaab5ad615b6c93154d98e5fc8b5ff
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5cf153db1cc8c7603fafb40745d3ae5fee6f911d29b62f0935260c86311159bf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-01T04:00:03Z",
    "title_canon_sha256": "92092803db219d73027323940e39afced90197774a1fac222f53938b9eff8d46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00305",
    "kind": "arxiv",
    "version": 1
  }
}