Pith Number

pith:HGVXS37V

pith:2022:HGVXS37V2BLKMBOSV66YUYWPXL

not attested not anchored not stored refs pending

Towards Efficient Adversarial Training on Vision Transformers

Boxi Wu, Deng Cai, Jindong Gu, Wei Liu, Xiaofei He, ZhiFeng Li

arxiv:2207.10498 v1 · 2022-07-21 · cs.CV

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\usepackage{pith}
\pithnumber{HGVXS37V2BLKMBOSV66YUYWPXL}

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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

SORA: Free Second-Order Attacks in Fast Adversarial Training

Receipt and verification

First computed	2026-07-05T04:42:25.883916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39ab796ff5d056a605d2afbd8a62cfbad6aa090c7f952618c0bdca69aeafc4c9

Aliases

arxiv: 2207.10498 · arxiv_version: 2207.10498v1 · doi: 10.48550/arxiv.2207.10498 · pith_short_12: HGVXS37V2BLK · pith_short_16: HGVXS37V2BLKMBOS · pith_short_8: HGVXS37V

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/HGVXS37V2BLKMBOSV66YUYWPXL \
  | 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: 39ab796ff5d056a605d2afbd8a62cfbad6aa090c7f952618c0bdca69aeafc4c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "938a7ddce8ced662e64c134577fabd31956721ba51dc434323c12734b36bbb00",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-07-21T14:23:50Z",
    "title_canon_sha256": "2c16ad5ec33e84974b15322ace8d38d6dafb83ca7c5d0e80de59eed6a28aa200"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.10498",
    "kind": "arxiv",
    "version": 1
  }
}