Pith Number

pith:33PKLCAR

pith:2022:33PKLCARLTVGSACYQXZWUAPPRI

not attested not anchored not stored refs pending

Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition

Bj\"orn W. Schuller, Gregory Palmer, Marco Fisichella, Sofiane Laridi, Yi Chang, Zhao Ren

arxiv:2203.04696 v1 · 2022-03-09 · 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{33PKLCARLTVGSACYQXZWUAPPRI}

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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

REVERB-FL: Server-Side Adversarial and Reserve-Enhanced Federated Learning for Robust Audio Classification

Receipt and verification

First computed	2026-07-05T04:03:21.492417Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dedea588115cea69005885f36a01ef8a2e7557319fe6cb6bebc82616a1b154a2

Aliases

arxiv: 2203.04696 · arxiv_version: 2203.04696v1 · doi: 10.48550/arxiv.2203.04696 · pith_short_12: 33PKLCARLTVG · pith_short_16: 33PKLCARLTVGSACY · pith_short_8: 33PKLCAR

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/33PKLCARLTVGSACYQXZWUAPPRI \
  | 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: dedea588115cea69005885f36a01ef8a2e7557319fe6cb6bebc82616a1b154a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11a62c02f7aa93dd2994e451632070e0762ffd0bf8863e9715716e300e37cd16",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2022-03-09T13:19:26Z",
    "title_canon_sha256": "09fd2b029127132f5a743eb5bd58db9e1a3777e5e1d3137c56f8f676f94b975b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.04696",
    "kind": "arxiv",
    "version": 1
  }
}