Pith Number

pith:AWFND2FL

pith:2024:AWFND2FLMG3PEBMAWMPVI3JVD2

not attested not anchored not stored refs pending

Enhancing Fine-grained Image Classification through Attentive Batch Training

Anh Tran, Bao Q. Bui, Cong Tran, Cuong Pham, Duy M. Le

arxiv:2412.19606 v1 · 2024-12-27 · 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{AWFND2FLMG3PEBMAWMPVI3JVD2}

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	2026-07-05T09:54:38.679328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

058ad1e8ab61b6f20580b31f546d351ea63914fa802c2f55447a6a66ad06b001

Aliases

arxiv: 2412.19606 · arxiv_version: 2412.19606v1 · doi: 10.48550/arxiv.2412.19606 · pith_short_12: AWFND2FLMG3P · pith_short_16: AWFND2FLMG3PEBMA · pith_short_8: AWFND2FL

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/AWFND2FLMG3PEBMAWMPVI3JVD2 \
  | 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: 058ad1e8ab61b6f20580b31f546d351ea63914fa802c2f55447a6a66ad06b001

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "630f4684f5b9ca7a694847c344a7b49a4a133e96d3a1a2b04eb8b23531b1059d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-27T12:07:58Z",
    "title_canon_sha256": "9ab650c4a0817ed461255ff0b58b211099abdb6c7652aa5fcb8969ad9c663d17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19606",
    "kind": "arxiv",
    "version": 1
  }
}