Pith Number

pith:XET6GI2N

pith:2023:XET6GI2NCVLKTTBA4ORFXMTRJ4

not attested not anchored not stored refs pending

Measuring Equality in Machine Learning Security Defenses: A Case Study in Speech Recognition

Cynthia Matuszek, Edward Raff, Luke E. Richards

arxiv:2302.08973 v6 · 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{XET6GI2NCVLKTTBA4ORFXMTRJ4}

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	2026-07-05T06:43:47.580942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b927e3234d1556a9cc20e3a25bb2714f2a95e36d515ab0bff4b6d78982f1190a

Aliases

arxiv: 2302.08973 · arxiv_version: 2302.08973v6 · doi: 10.48550/arxiv.2302.08973 · pith_short_12: XET6GI2NCVLK · pith_short_16: XET6GI2NCVLKTTBA · pith_short_8: XET6GI2N

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/XET6GI2NCVLKTTBA4ORFXMTRJ4 \
  | 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: b927e3234d1556a9cc20e3a25bb2714f2a95e36d515ab0bff4b6d78982f1190a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f2a41087d382decb9f391bec249ed6d23427fdfb477e98e57976a14305b5f23",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-17T16:19:26Z",
    "title_canon_sha256": "f06e40c034f048abd859c4ce3573ebd291d2750a3cd3c9caa3b8164d9b5272ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.08973",
    "kind": "arxiv",
    "version": 6
  }
}