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Pith Number

pith:W2GNOZ33

pith:2022:W2GNOZ33E3FJF55AJY4UYFG35V
not attested not anchored not stored refs pending

AugRmixAT: A Data Processing and Training Method for Improving Multiple Robustness and Generalization Performance

Changhai Nie, Furao Shen, Jian Zhao, Xiaoliang Liu

arxiv:2207.10290 v1 · 2022-07-21 · cs.CV

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\usepackage{pith}
\pithnumber{W2GNOZ33E3FJF55AJY4UYFG35V}

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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.
Receipt and verification
First computed 2026-07-05T04:42:23.505042Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b68cd7677b26ca92f7a04e394c14dbed5234e1ff31bcc65ff65c2fafce4dedff

Aliases

arxiv: 2207.10290 · arxiv_version: 2207.10290v1 · doi: 10.48550/arxiv.2207.10290 · pith_short_12: W2GNOZ33E3FJ · pith_short_16: W2GNOZ33E3FJF55A · pith_short_8: W2GNOZ33
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/W2GNOZ33E3FJF55AJY4UYFG35V \
  | 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: b68cd7677b26ca92f7a04e394c14dbed5234e1ff31bcc65ff65c2fafce4dedff
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fca8f8d136856689f1a4225ff41c702670c877bf0e8348aa1d03d22fc40f7b77",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-07-21T04:02:24Z",
    "title_canon_sha256": "126e3547eaf7cb5d9fa1066aeae42ff52bfc824e6bcb1e5da654209c743d74f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.10290",
    "kind": "arxiv",
    "version": 1
  }
}