Pith Number

pith:BSQ3IS6T

pith:2021:BSQ3IS6T5JGZ7NN7GSF6E42GZD

not attested not anchored not stored refs pending

On the Existence of the Adversarial Bayes Classifier (Extended Version)

Mehryar Mohri, Natalie S. Frank, Pranjal Awasthi

arxiv:2112.01694 v4 · 2021-12-03 · cs.LG · 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{BSQ3IS6T5JGZ7NN7GSF6E42GZD}

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

Consensus-based optimization for closed-box adversarial attacks and a connection to evolution strategies

Receipt and verification

First computed	2026-07-05T06:45:31.890020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ca1b44bd3ea4d9fb5bf348be27346c8c140a1b118192d7caf191c13be925b30

Aliases

arxiv: 2112.01694 · arxiv_version: 2112.01694v4 · doi: 10.48550/arxiv.2112.01694 · pith_short_12: BSQ3IS6T5JGZ · pith_short_16: BSQ3IS6T5JGZ7NN7 · pith_short_8: BSQ3IS6T

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/BSQ3IS6T5JGZ7NN7GSF6E42GZD \
  | 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: 0ca1b44bd3ea4d9fb5bf348be27346c8c140a1b118192d7caf191c13be925b30

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "028b37fa131d542a557c8b2a9c257d36a6fac6b70a96dd5fdcdd57d421ff9bcd",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-03T03:31:08Z",
    "title_canon_sha256": "55aab92f55145382afd2b707fcd3d320af451d10a8fbe13a00ef035b38620d9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.01694",
    "kind": "arxiv",
    "version": 4
  }
}