Pith Number

pith:PQVPZYXN

pith:2023:PQVPZYXNJVSI6NZVCKU2IGZPGF

not attested not anchored not stored refs pending

Revisiting adversarial training for the worst-performing class

Grigorios G. Chrysos, Thomas Pethick, Volkan Cevher

arxiv:2302.08872 v1 · 2023-02-17 · 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{PQVPZYXNJVSI6NZVCKU2IGZPGF}

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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

Towards Fair Class-wise Robustness: Class Optimal Distribution Adversarial Training

Receipt and verification

First computed	2026-07-05T05:42:56.065743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c2afce2ed4d648f373512a9a41b2f3165d4a8564a4ccd1095aa93eeb06e267b

Aliases

arxiv: 2302.08872 · arxiv_version: 2302.08872v1 · doi: 10.48550/arxiv.2302.08872 · pith_short_12: PQVPZYXNJVSI · pith_short_16: PQVPZYXNJVSI6NZV · pith_short_8: PQVPZYXN

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/PQVPZYXNJVSI6NZVCKU2IGZPGF \
  | 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: 7c2afce2ed4d648f373512a9a41b2f3165d4a8564a4ccd1095aa93eeb06e267b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd3d0b16f0533585de8885a66d53b184869ba5261092906e484ddb42060b6dbe",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-17T13:41:40Z",
    "title_canon_sha256": "447046460ccc628c6ace012cdf838e2e9513a00d350b706b39799aa8af0e036c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.08872",
    "kind": "arxiv",
    "version": 1
  }
}