Pith Number

pith:EPAGR3M3

pith:2023:EPAGR3M32H5VV6CGK3QT3MENUP

not attested not anchored not stored refs pending

On the Robustness of Randomized Ensembles to Adversarial Perturbations

Hassan Dbouk, Naresh R. Shanbhag

arxiv:2302.01375 v3 · 2023-02-02 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EPAGR3M32H5VV6CGK3QT3MENUP}

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	2026-07-05T06:14:40.248103Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23c068ed9bd1fb5af84656e13db08da3dc7a7396b23d7d6451ece181aa229367

Aliases

arxiv: 2302.01375 · arxiv_version: 2302.01375v3 · doi: 10.48550/arxiv.2302.01375 · pith_short_12: EPAGR3M32H5V · pith_short_16: EPAGR3M32H5VV6CG · pith_short_8: EPAGR3M3

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/EPAGR3M32H5VV6CGK3QT3MENUP \
  | 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: 23c068ed9bd1fb5af84656e13db08da3dc7a7396b23d7d6451ece181aa229367

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90bb83b1d9c2dbb8ec21837247f200bbe7d3ae85e3422c17dcd7c1940288c803",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-02T19:17:34Z",
    "title_canon_sha256": "5ad646c4b4b258dfb4f08d5d28fa04c45cdd314ba856e85904ca44ae3ee10eea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01375",
    "kind": "arxiv",
    "version": 3
  }
}