Pith Number

pith:SZAKCIIT

pith:2022:SZAKCIITZMARFLZIIPCFHM4RYD

not attested not anchored not stored refs pending

CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection

Ahmed Hendawy, George Eskandar, Juergen Beyerer, Karim Guirguis, Matthias Kayser, Mohamed Abdelsamad

arxiv:2204.05220 v1 · 2022-04-11 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SZAKCIITZMARFLZIIPCFHM4RYD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T04:13:18.715748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9640a12113cb0112af2843c453b391c0e61f3ab75be4603437de1f4b074879ba

Aliases

arxiv: 2204.05220 · arxiv_version: 2204.05220v1 · doi: 10.48550/arxiv.2204.05220 · pith_short_12: SZAKCIITZMAR · pith_short_16: SZAKCIITZMARFLZI · pith_short_8: SZAKCIIT

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/SZAKCIITZMARFLZIIPCFHM4RYD \
  | 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: 9640a12113cb0112af2843c453b391c0e61f3ab75be4603437de1f4b074879ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40c95f9a9f0a201ee07e4d1e858fdf9b004a96176aa4a3f13c6f68d5f76ab813",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-04-11T16:04:54Z",
    "title_canon_sha256": "3ac08ba8390803e801762bb112bfba4bca3012b91138397f526e6ef444f27f68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.05220",
    "kind": "arxiv",
    "version": 1
  }
}