Pith Number

pith:MNTKEIIW

pith:2022:MNTKEIIW4IPVETSVFPQPAN24GR

not attested not anchored not stored refs pending

An Empirical Study on the Efficacy of Deep Active Learning for Image Classification

Daojing He, Muxi Chen, Qiang Xu, Yannan Liu, Yu Li

arxiv:2212.03088 v1 · 2022-11-30 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{MNTKEIIW4IPVETSVFPQPAN24GR}

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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

Are Candidate Models Really Needed for Active Learning?

Receipt and verification

First computed	2026-07-05T05:23:03.583608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6366a22116e21f524e552be0f0375c346654b80e12aebe7f60bbf948b7ba5610

Aliases

arxiv: 2212.03088 · arxiv_version: 2212.03088v1 · doi: 10.48550/arxiv.2212.03088 · pith_short_12: MNTKEIIW4IPV · pith_short_16: MNTKEIIW4IPVETSV · pith_short_8: MNTKEIIW

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/MNTKEIIW4IPVETSVFPQPAN24GR \
  | 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: 6366a22116e21f524e552be0f0375c346654b80e12aebe7f60bbf948b7ba5610

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd490bb7be0c0311c306ddc7224e2af0c24382a0caf60b0a34ffaf732f5e1f55",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-11-30T17:44:59Z",
    "title_canon_sha256": "b14826936e219d7c395d92c2322056f10c8af97c328961756a464a98570ca341"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.03088",
    "kind": "arxiv",
    "version": 1
  }
}