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Pith Number

pith:VQ4HYJLL

pith:2025:VQ4HYJLL6SZG2KGOWIUVCV3CHB
not attested not anchored not stored refs pending

Enhancing Cost Efficiency in Active Learning with Candidate Set Query

Hoyoung Kim, Jungseul Ok, Sehyun Hwang, Suha Kwak, Yeho Gwon

arxiv:2502.06209 v2 · 2025-02-10 · cs.LG · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VQ4HYJLL6SZG2KGOWIUVCV3CHB}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T11:56:01.896292Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ac387c256bf4b26d28ceb2295157623846f5a3ffa2c876f96688dbb0c50701bc

Aliases

arxiv: 2502.06209 · arxiv_version: 2502.06209v2 · doi: 10.48550/arxiv.2502.06209 · pith_short_12: VQ4HYJLL6SZG · pith_short_16: VQ4HYJLL6SZG2KGO · pith_short_8: VQ4HYJLL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VQ4HYJLL6SZG2KGOWIUVCV3CHB \
  | 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: ac387c256bf4b26d28ceb2295157623846f5a3ffa2c876f96688dbb0c50701bc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7e5b43d29a1ea33ed9836699ce9a863ed56f3b96aad161b3e129aff2836f8220",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T07:20:28Z",
    "title_canon_sha256": "58b88a401b9725c135786c20b99e6d6e67eecc382f621567ad37182364da8316"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06209",
    "kind": "arxiv",
    "version": 2
  }
}