Pith Number

pith:HSROG34K

pith:2020:HSROG34KCB6X2X6BR3WDKGBS52

not attested not anchored not stored refs pending

Robustness, Privacy, and Generalization of Adversarial Training

Bohan Wang, Dacheng Tao, Fengxiang He, Shaopeng Fu

arxiv:2012.13573 v1 · 2020-12-25 · cs.LG · cs.AI · cs.CR · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HSROG34KCB6X2X6BR3WDKGBS52}

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.

Cited by

1 paper in Pith

ROAST: Risk-aware Outlier-exposure for Adversarial Selective Training of Anomaly Detectors Against Evasion Attacks

Receipt and verification

First computed	2026-07-05T02:02:10.959943Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ca2e36f8a107d7d5fc18eec351832eeb130afdf05f7589f5241724662ce74c5

Aliases

arxiv: 2012.13573 · arxiv_version: 2012.13573v1 · doi: 10.48550/arxiv.2012.13573 · pith_short_12: HSROG34KCB6X · pith_short_16: HSROG34KCB6X2X6B · pith_short_8: HSROG34K

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/HSROG34KCB6X2X6BR3WDKGBS52 \
  | 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: 3ca2e36f8a107d7d5fc18eec351832eeb130afdf05f7589f5241724662ce74c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92249609e2a448fb7a54444571dc83dfa871205c1e055346d95805c7393aa200",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-25T13:35:02Z",
    "title_canon_sha256": "2c0f60c320c8ea60e3bf4b17fe6368b018d4f532de479af54783a61c984aff2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.13573",
    "kind": "arxiv",
    "version": 1
  }
}