Pith Number

pith:GNBQPDKP

pith:2022:GNBQPDKPVA5C7U4BCAUO2E2553

not attested not anchored not stored refs pending

Deep reinforced active learning for multi-class image classification

Emma Slade, Kim M. Branson

arxiv:2206.13391 v1 · 2022-06-20 · cs.CV · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GNBQPDKPVA5C7U4BCAUO2E2553}

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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

Image Classification with Deep Reinforcement Active Learning

Receipt and verification

First computed	2026-07-05T04:35:06.329718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3343078d4fa83a2fd3811028ed135deed511ca69a24ca365676673f8e67065e9

Aliases

arxiv: 2206.13391 · arxiv_version: 2206.13391v1 · doi: 10.48550/arxiv.2206.13391 · pith_short_12: GNBQPDKPVA5C · pith_short_16: GNBQPDKPVA5C7U4B · pith_short_8: GNBQPDKP

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/GNBQPDKPVA5C7U4BCAUO2E2553 \
  | 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: 3343078d4fa83a2fd3811028ed135deed511ca69a24ca365676673f8e67065e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ebe693e9bdef8da9508e02527d90aac1689d04d44ffd317af360a77f35ad324",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-06-20T09:30:55Z",
    "title_canon_sha256": "b77dde72fca63b4a3f0210cef04e32fafc2bcf2f660397dfbbef3201f700b33d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.13391",
    "kind": "arxiv",
    "version": 1
  }
}