Pith Number

pith:4GVA3JV2

pith:2024:4GVA3JV2W26GFXLKCF4H7JYEQJ

not attested not anchored not stored refs pending

Active Learning via Classifier Impact and Greedy Selection for Interactive Image Retrieval

Boaz Lerner, Leah Bar, Nir Darshan, Rami Ben-Ari

arxiv:2412.02310 v1 · 2024-12-03 · cs.CV · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4GVA3JV2W26GFXLKCF4H7JYEQJ}

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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

Positive-First Most Ambiguous: A Simple Active Learning Criterion for Interactive Retrieval of Rare Categories

Receipt and verification

First computed	2026-07-05T09:43:47.936438Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1aa0da6bab6bc62dd6a11787fa704824ad7d66470e0f807e3a4b2ea51221491

Aliases

arxiv: 2412.02310 · arxiv_version: 2412.02310v1 · doi: 10.48550/arxiv.2412.02310 · pith_short_12: 4GVA3JV2W26G · pith_short_16: 4GVA3JV2W26GFXLK · pith_short_8: 4GVA3JV2

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/4GVA3JV2W26GFXLKCF4H7JYEQJ \
  | 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: e1aa0da6bab6bc62dd6a11787fa704824ad7d66470e0f807e3a4b2ea51221491

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f95a1d0c8139b07243b2e425aa2a465cc4f0f5ecd933b2aa91eabd62a9f549db",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-03T09:27:46Z",
    "title_canon_sha256": "dcbac4696b98c23513548f82baac993abafb5b838d084e02abf2f10a82f3b530"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02310",
    "kind": "arxiv",
    "version": 1
  }
}