Pith Number

pith:P4BIYIRI

pith:2022:P4BIYIRIOEVP26DEONNPSXAWXA

not attested not anchored not stored refs pending

A Review of Speech-centric Trustworthy Machine Learning: Privacy, Safety, and Fairness

Aditya Kommineni, and Shrikanth Narayanan, Nicholas Mehlman, Rajat Hebbar, Tiantian Feng, Xuan Shi

arxiv:2212.09006 v2 · 2022-12-18 · cs.SD · cs.LG · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P4BIYIRIOEVP26DEONNPSXAWXA}

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

A Survey of Large Audio Language Models: Generalization, Trustworthiness, and Outlook

Receipt and verification

First computed	2026-07-05T06:07:35.316159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f028c2228712afd7864735af95c16b83f96e145b88437d70d181cb2fe6123ed

Aliases

arxiv: 2212.09006 · arxiv_version: 2212.09006v2 · doi: 10.48550/arxiv.2212.09006 · pith_short_12: P4BIYIRIOEVP · pith_short_16: P4BIYIRIOEVP26DE · pith_short_8: P4BIYIRI

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/P4BIYIRIOEVP26DEONNPSXAWXA \
  | 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: 7f028c2228712afd7864735af95c16b83f96e145b88437d70d181cb2fe6123ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c328eac77875841c905689d879f8fbcce33455602409de583f83b85f27803f10",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2022-12-18T04:21:35Z",
    "title_canon_sha256": "abf8e77cc7f92bcbc438f030f2358e946dc838c3c8002cd0e3af2bd001d9d370"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.09006",
    "kind": "arxiv",
    "version": 2
  }
}