Pith Number

pith:NE7BUPMH

pith:2022:NE7BUPMHYPSUCWJPXLD6X4Z5KJ

not attested not anchored not stored refs pending

Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training

Geng Yuan, Hao Tang, Haoyu Ma, Mengshu Sun, Minghai Qin, Peiyan Dong, Tianlong Chen, Xiaohui Xie, Xiaolong Ma, Xin Meng, Xuan Shen, Yanyue Xie, Yanzhi Wang, Zhangyang Wang, Zhenglun Kong

arxiv:2211.10801 v1 · 2022-11-19 · 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{NE7BUPMHYPSUCWJPXLD6X4Z5KJ}

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	2026-07-05T05:17:34.806994Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

693e1a3d87c3e541592fbac7ebf33d526d8bbd081cea4af275aae224f39a2043

Aliases

arxiv: 2211.10801 · arxiv_version: 2211.10801v1 · doi: 10.48550/arxiv.2211.10801 · pith_short_12: NE7BUPMHYPSU · pith_short_16: NE7BUPMHYPSUCWJP · pith_short_8: NE7BUPMH

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/NE7BUPMHYPSUCWJPXLD6X4Z5KJ \
  | 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: 693e1a3d87c3e541592fbac7ebf33d526d8bbd081cea4af275aae224f39a2043

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbbe9a29d9dc7294b50bd64d690d8b1635e0073739fc16274e32a0845735fad1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-11-19T21:15:47Z",
    "title_canon_sha256": "c02e04058c1498d2d1486dd069294d5bf85866df558675d726399aa38f528bc2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.10801",
    "kind": "arxiv",
    "version": 1
  }
}